5장. 선형 회귀 모델: 먼저 긋고 수정하기¶
2. 파이썬 코딩으로 확인하는 선형 회귀¶
1.환경 준비¶
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#matplotlib 라이브러리를 설치합니다.
!pip install matplotlib
#matplotlib 라이브러리를 설치합니다.
!pip install matplotlib
Collecting matplotlib Downloading matplotlib-3.5.1-cp39-cp39-win_amd64.whl (7.2 MB) Collecting pillow>=6.2.0 Downloading Pillow-8.4.0-cp39-cp39-win_amd64.whl (3.2 MB) Requirement already satisfied: pyparsing>=2.2.1 in c:\users\gilbut\anaconda3\envs\deep-learning\lib\site-packages (from matplotlib) (3.0.4) Collecting cycler>=0.10 Downloading cycler-0.11.0-py3-none-any.whl (6.4 kB) Requirement already satisfied: packaging>=20.0 in c:\users\gilbut\anaconda3\envs\deep-learning\lib\site-packages (from matplotlib) (21.3) Requirement already satisfied: python-dateutil>=2.7 in c:\users\gilbut\anaconda3\envs\deep-learning\lib\site-packages (from matplotlib) (2.8.2) Requirement already satisfied: numpy>=1.17 in c:\users\gilbut\anaconda3\envs\deep-learning\lib\site-packages (from matplotlib) (1.19.5) Collecting fonttools>=4.22.0 Downloading fonttools-4.28.5-py3-none-any.whl (890 kB) Collecting kiwisolver>=1.0.1 Downloading kiwisolver-1.3.2-cp39-cp39-win_amd64.whl (52 kB) Requirement already satisfied: six>=1.5 in c:\users\gilbut\anaconda3\envs\deep-learning\lib\site-packages (from python-dateutil>=2.7->matplotlib) (1.15.0) Installing collected packages: pillow, kiwisolver, fonttools, cycler, matplotlib Successfully installed cycler-0.11.0 fonttools-4.28.5 kiwisolver-1.3.2 matplotlib-3.5.1 pillow-8.4.0
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import numpy as np
import matplotlib.pyplot as plt
import numpy as np
import matplotlib.pyplot as plt
2. 데이터 준비¶
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#공부 시간 X와 성적 Y의 넘파이 배열을 만듭니다.
x = np.array([2, 4, 6, 8])
y = np.array([81, 93, 91, 97])
#공부 시간 X와 성적 Y의 넘파이 배열을 만듭니다.
x = np.array([2, 4, 6, 8])
y = np.array([81, 93, 91, 97])
3. 데이터 분포 확인¶
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# 데이터의 분포를 그래프로 나타냅니다.
plt.scatter(x, y)
plt.show()
# 데이터의 분포를 그래프로 나타냅니다.
plt.scatter(x, y)
plt.show()
4. 실행을 위한 변수 설정¶
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# 기울기 a와 절편 b의 값을 초기화합니다.
a = 0
b = 0
#학습률을 정합니다.
lr = 0.03
#몇 번 반복될지를 설정합니다.
epochs = 2001
# 기울기 a와 절편 b의 값을 초기화합니다.
a = 0
b = 0
#학습률을 정합니다.
lr = 0.03
#몇 번 반복될지를 설정합니다.
epochs = 2001
5. 경사 하강법¶
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# x 값이 총 몇 개인지 셉니다.
n=len(x)
#경사 하강법을 시작합니다.
for i in range(epochs): # epoch 수 만큼 반복
y_pred = a * x + b # 예측 값을 구하는 식입니다.
error = y - y_pred # 실제 값과 비교한 오차를 error로 놓습니다.
a_diff = (2/n) * sum(-x * (error)) # 오차 함수를 a로 편미분한 값입니다.
b_diff = (2/n) * sum(-(error)) # 오차 함수를 b로 편미분한 값입니다.
a = a - lr * a_diff # 학습률을 곱해 기존의 a 값을 업데이트합니다.
b = b - lr * b_diff # 학습률을 곱해 기존의 b 값을 업데이트합니다.
if i % 100 == 0: # 100번 반복될 때마다 현재의 a 값, b 값을 출력합니다.
print("epoch=%.f, 기울기=%.04f, 절편=%.04f" % (i, a, b))
# x 값이 총 몇 개인지 셉니다.
n=len(x)
#경사 하강법을 시작합니다.
for i in range(epochs): # epoch 수 만큼 반복
y_pred = a * x + b # 예측 값을 구하는 식입니다.
error = y - y_pred # 실제 값과 비교한 오차를 error로 놓습니다.
a_diff = (2/n) * sum(-x * (error)) # 오차 함수를 a로 편미분한 값입니다.
b_diff = (2/n) * sum(-(error)) # 오차 함수를 b로 편미분한 값입니다.
a = a - lr * a_diff # 학습률을 곱해 기존의 a 값을 업데이트합니다.
b = b - lr * b_diff # 학습률을 곱해 기존의 b 값을 업데이트합니다.
if i % 100 == 0: # 100번 반복될 때마다 현재의 a 값, b 값을 출력합니다.
print("epoch=%.f, 기울기=%.04f, 절편=%.04f" % (i, a, b))
epoch=0, 기울기=27.8400, 절편=5.4300 epoch=100, 기울기=7.0739, 절편=50.5117 epoch=200, 기울기=4.0960, 절편=68.2822 epoch=300, 기울기=2.9757, 절편=74.9678 epoch=400, 기울기=2.5542, 절편=77.4830 epoch=500, 기울기=2.3956, 절편=78.4293 epoch=600, 기울기=2.3360, 절편=78.7853 epoch=700, 기울기=2.3135, 절편=78.9192 epoch=800, 기울기=2.3051, 절편=78.9696 epoch=900, 기울기=2.3019, 절편=78.9886 epoch=1000, 기울기=2.3007, 절편=78.9957 epoch=1100, 기울기=2.3003, 절편=78.9984 epoch=1200, 기울기=2.3001, 절편=78.9994 epoch=1300, 기울기=2.3000, 절편=78.9998 epoch=1400, 기울기=2.3000, 절편=78.9999 epoch=1500, 기울기=2.3000, 절편=79.0000 epoch=1600, 기울기=2.3000, 절편=79.0000 epoch=1700, 기울기=2.3000, 절편=79.0000 epoch=1800, 기울기=2.3000, 절편=79.0000 epoch=1900, 기울기=2.3000, 절편=79.0000 epoch=2000, 기울기=2.3000, 절편=79.0000
6. 그래프 확인¶
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#앞서 구한 최종 a값을 기울기, b값을 y절편에 대입하여 그래프를 그립니다.
y_pred = a * x + b
#그래프 출력
plt.scatter(x, y)
plt.plot(x, y_pred,'r')
plt.show()
#앞서 구한 최종 a값을 기울기, b값을 y절편에 대입하여 그래프를 그립니다.
y_pred = a * x + b
#그래프 출력
plt.scatter(x, y)
plt.plot(x, y_pred,'r')
plt.show()
4. 파이썬 코딩으로 확인하는 다중 선형 회귀¶
1.환경 준비¶
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import numpy as np
import matplotlib.pyplot as plt
import numpy as np
import matplotlib.pyplot as plt
2. 데이터 준비¶
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#공부 시간 x1과 과외 시간 x2, 그성적 y의 넘파이 배열을 만듭니다.
x1 = np.array([2, 4, 6, 8])
x2 = np.array([0, 4, 2, 3])
y = np.array([81, 93, 91, 97])
#공부 시간 x1과 과외 시간 x2, 그성적 y의 넘파이 배열을 만듭니다.
x1 = np.array([2, 4, 6, 8])
x2 = np.array([0, 4, 2, 3])
y = np.array([81, 93, 91, 97])
3. 데이터 분포 확인¶
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# 데이터의 분포를 그래프로 나타냅니다.
fig = plt.figure()
ax = fig.add_subplot(111, projection='3d')
ax.scatter3D(x1, x2, y)
plt.show()
# 데이터의 분포를 그래프로 나타냅니다.
fig = plt.figure()
ax = fig.add_subplot(111, projection='3d')
ax.scatter3D(x1, x2, y)
plt.show()
4. 실행을 위한 변수 설정¶
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# 기울기 a와 절편 b의 값을 초기화합니다.
a1 = 0
a2 = 0
b = 0
#학습률을 정합니다.
lr = 0.01
#몇 번 반복될지를 설정합니다.
epochs = 2001
# 기울기 a와 절편 b의 값을 초기화합니다.
a1 = 0
a2 = 0
b = 0
#학습률을 정합니다.
lr = 0.01
#몇 번 반복될지를 설정합니다.
epochs = 2001
5. 경사 하강법¶
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# x 값이 총 몇 개인지 셉니다. x1과 x2의 수가 같으므로 x1만 세겠습니다.
n=len(x1)
#경사 하강법을 시작합니다.
for i in range(epochs): # epoch 수 만큼 반복
y_pred = a1 * x1 + a2 * x2 + b #예측 값을 구하는 식을 세웁니다
error = y - y_pred #실제 값과 비교한 오차를 error로 놓습니다.
a1_diff = (2/n) * sum(-x1 * (error)) # 오차함수를 a1로 편미분한 값입니다.
a2_diff = (2/n) * sum(-x2 * (error)) # 오차함수를 a2로 편미분한 값입니다.
b_diff = (2/n) * sum(-(error)) # 오차함수를 b로 편미분한 값입니다.
a1 = a1 - lr * a1_diff # 학습률을 곱해 기존의 a1 값을 업데이트합니다.
a2 = a2 - lr * a2_diff # 학습률을 곱해 기존의 a2 값을 업데이트합니다.
b = b - lr * b_diff # 학습률을 곱해 기존의 b 값을 업데이트합니다.
if i % 100 == 0: # 100번 반복될 때마다 현재의 a1, a2, b 값을 출력합니다.
print("epoch=%.f, 기울기1=%.04f, 기울기2=%.04f, 절편=%.04f" % (i, a1, a2, b))
# x 값이 총 몇 개인지 셉니다. x1과 x2의 수가 같으므로 x1만 세겠습니다.
n=len(x1)
#경사 하강법을 시작합니다.
for i in range(epochs): # epoch 수 만큼 반복
y_pred = a1 * x1 + a2 * x2 + b #예측 값을 구하는 식을 세웁니다
error = y - y_pred #실제 값과 비교한 오차를 error로 놓습니다.
a1_diff = (2/n) * sum(-x1 * (error)) # 오차함수를 a1로 편미분한 값입니다.
a2_diff = (2/n) * sum(-x2 * (error)) # 오차함수를 a2로 편미분한 값입니다.
b_diff = (2/n) * sum(-(error)) # 오차함수를 b로 편미분한 값입니다.
a1 = a1 - lr * a1_diff # 학습률을 곱해 기존의 a1 값을 업데이트합니다.
a2 = a2 - lr * a2_diff # 학습률을 곱해 기존의 a2 값을 업데이트합니다.
b = b - lr * b_diff # 학습률을 곱해 기존의 b 값을 업데이트합니다.
if i % 100 == 0: # 100번 반복될 때마다 현재의 a1, a2, b 값을 출력합니다.
print("epoch=%.f, 기울기1=%.04f, 기울기2=%.04f, 절편=%.04f" % (i, a1, a2, b))
epoch=0, 기울기1=9.2800, 기울기2=4.2250, 절편=1.8100 epoch=100, 기울기1=9.5110, 기울기2=5.0270, 절편=22.9205 epoch=200, 기울기1=7.3238, 기울기2=4.2950, 절편=37.8751 epoch=300, 기울기1=5.7381, 기울기2=3.7489, 절편=48.7589 epoch=400, 기울기1=4.5844, 기울기2=3.3507, 절편=56.6800 epoch=500, 기울기1=3.7447, 기울기2=3.0608, 절편=62.4448 epoch=600, 기울기1=3.1337, 기울기2=2.8498, 절편=66.6404 epoch=700, 기울기1=2.6890, 기울기2=2.6962, 절편=69.6938 epoch=800, 기울기1=2.3653, 기울기2=2.5845, 절편=71.9160 epoch=900, 기울기1=2.1297, 기울기2=2.5032, 절편=73.5333 epoch=1000, 기울기1=1.9583, 기울기2=2.4440, 절편=74.7103 epoch=1100, 기울기1=1.8336, 기울기2=2.4009, 절편=75.5670 epoch=1200, 기울기1=1.7428, 기울기2=2.3695, 절편=76.1904 epoch=1300, 기울기1=1.6767, 기울기2=2.3467, 절편=76.6441 epoch=1400, 기울기1=1.6286, 기울기2=2.3301, 절편=76.9743 epoch=1500, 기울기1=1.5936, 기울기2=2.3180, 절편=77.2146 epoch=1600, 기울기1=1.5681, 기울기2=2.3092, 절편=77.3895 epoch=1700, 기울기1=1.5496, 기울기2=2.3028, 절편=77.5168 epoch=1800, 기울기1=1.5361, 기울기2=2.2982, 절편=77.6095 epoch=1900, 기울기1=1.5263, 기울기2=2.2948, 절편=77.6769 epoch=2000, 기울기1=1.5191, 기울기2=2.2923, 절편=77.7260
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#실제 점수와 예측 된 점수를 출력합니다.
print("실제 점수:", y)
print("예측 점수:", y_pred)
#실제 점수와 예측 된 점수를 출력합니다.
print("실제 점수:", y)
print("예측 점수:", y_pred)
실제 점수: [81 93 91 97] 예측 점수: [80.76387645 92.97153922 91.42520875 96.7558749 ]
5-1. 텐서플로에서 실행하는 선형 회귀 모델¶
1.환경 준비¶
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import numpy as np
import matplotlib.pyplot as plt
#텐서플로의 케라스 API에서 필요한 함수들을 불러 옵니다.
from tensorflow.keras.models import Sequential
from tensorflow.keras.layers import Dense
import numpy as np
import matplotlib.pyplot as plt
#텐서플로의 케라스 API에서 필요한 함수들을 불러 옵니다.
from tensorflow.keras.models import Sequential
from tensorflow.keras.layers import Dense
2. 데이터 준비¶
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x = np.array([2, 4, 6, 8])
y = np.array([81, 93, 91, 97])
x = np.array([2, 4, 6, 8])
y = np.array([81, 93, 91, 97])
3. 모델 실행¶
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model = Sequential()
# 출력 값, 입력 변수, 분석 방법에 맞게끔 모델을 설정합니다.
model.add(Dense(1, input_dim=1, activation='linear'))
# 오차 수정을 위해 경사 하강법(sgd)을, 오차의 정도를 판단하기 위해 평균 제곱 오차(mse)를 사용합니다.
model.compile(optimizer='sgd', loss='mse')
# 오차를 최소화하는 과정을 2000번 반복합니다.
model.fit(x, y, epochs=2000, verbose=0) #verbose=0은 출력을 생략합니다. 출력을 확인하고 싶은 경우 verbose=1로 설정하세요.
model = Sequential()
# 출력 값, 입력 변수, 분석 방법에 맞게끔 모델을 설정합니다.
model.add(Dense(1, input_dim=1, activation='linear'))
# 오차 수정을 위해 경사 하강법(sgd)을, 오차의 정도를 판단하기 위해 평균 제곱 오차(mse)를 사용합니다.
model.compile(optimizer='sgd', loss='mse')
# 오차를 최소화하는 과정을 2000번 반복합니다.
model.fit(x, y, epochs=2000, verbose=0) #verbose=0은 출력을 생략합니다. 출력을 확인하고 싶은 경우 verbose=1로 설정하세요.
Epoch 1/2000 1/1 [==============================] - 0s 114ms/step - loss: 9241.3984 Epoch 2/2000 1/1 [==============================] - 0s 1000us/step - loss: 2185.9084 Epoch 3/2000 1/1 [==============================] - 0s 2ms/step - loss: 1144.3138 Epoch 4/2000 1/1 [==============================] - 0s 1ms/step - loss: 986.0449 Epoch 5/2000 1/1 [==============================] - 0s 999us/step - loss: 957.5485 Epoch 6/2000 1/1 [==============================] - 0s 2ms/step - loss: 948.1465 Epoch 7/2000 1/1 [==============================] - 0s 1ms/step - loss: 941.5829 Epoch 8/2000 1/1 [==============================] - 0s 998us/step - loss: 935.4696 Epoch 9/2000 1/1 [==============================] - 0s 1ms/step - loss: 929.4559 Epoch 10/2000 1/1 [==============================] - 0s 999us/step - loss: 923.4899 Epoch 11/2000 1/1 [==============================] - 0s 1000us/step - loss: 917.5637 Epoch 12/2000 1/1 [==============================] - 0s 2ms/step - loss: 911.6762 Epoch 13/2000 1/1 [==============================] - 0s 2ms/step - loss: 905.8269 Epoch 14/2000 1/1 [==============================] - 0s 1ms/step - loss: 900.0154 Epoch 15/2000 1/1 [==============================] - 0s 1000us/step - loss: 894.2415 Epoch 16/2000 1/1 [==============================] - 0s 2ms/step - loss: 888.5050 Epoch 17/2000 1/1 [==============================] - 0s 998us/step - loss: 882.8057 Epoch 18/2000 1/1 [==============================] - 0s 2ms/step - loss: 877.1432 Epoch 19/2000 1/1 [==============================] - 0s 994us/step - loss: 871.5175 Epoch 20/2000 1/1 [==============================] - 0s 1ms/step - loss: 865.9281 Epoch 21/2000 1/1 [==============================] - 0s 2ms/step - loss: 860.3750 Epoch 22/2000 1/1 [==============================] - 0s 1ms/step - loss: 854.8577 Epoch 23/2000 1/1 [==============================] - 0s 1ms/step - loss: 849.3763 Epoch 24/2000 1/1 [==============================] - 0s 2ms/step - loss: 843.9302 Epoch 25/2000 1/1 [==============================] - 0s 998us/step - loss: 838.5195 Epoch 26/2000 1/1 [==============================] - 0s 2ms/step - loss: 833.1439 Epoch 27/2000 1/1 [==============================] - 0s 998us/step - loss: 827.8031 Epoch 28/2000 1/1 [==============================] - 0s 2ms/step - loss: 822.4968 Epoch 29/2000 1/1 [==============================] - 0s 1ms/step - loss: 817.2247 Epoch 30/2000 1/1 [==============================] - 0s 2ms/step - loss: 811.9871 Epoch 31/2000 1/1 [==============================] - 0s 2ms/step - loss: 806.7831 Epoch 32/2000 1/1 [==============================] - 0s 2ms/step - loss: 801.6128 Epoch 33/2000 1/1 [==============================] - 0s 1ms/step - loss: 796.4761 Epoch 34/2000 1/1 [==============================] - 0s 1ms/step - loss: 791.3727 Epoch 35/2000 1/1 [==============================] - 0s 998us/step - loss: 786.3022 Epoch 36/2000 1/1 [==============================] - 0s 1ms/step - loss: 781.2648 Epoch 37/2000 1/1 [==============================] - 0s 2ms/step - loss: 776.2598 Epoch 38/2000 1/1 [==============================] - 0s 998us/step - loss: 771.2872 Epoch 39/2000 1/1 [==============================] - 0s 2ms/step - loss: 766.3469 Epoch 40/2000 1/1 [==============================] - 0s 1ms/step - loss: 761.4385 Epoch 41/2000 1/1 [==============================] - 0s 2ms/step - loss: 756.5619 Epoch 42/2000 1/1 [==============================] - 0s 998us/step - loss: 751.7169 Epoch 43/2000 1/1 [==============================] - 0s 2ms/step - loss: 746.9032 Epoch 44/2000 1/1 [==============================] - 0s 2ms/step - loss: 742.1208 Epoch 45/2000 1/1 [==============================] - 0s 999us/step - loss: 737.3692 Epoch 46/2000 1/1 [==============================] - 0s 998us/step - loss: 732.6486 Epoch 47/2000 1/1 [==============================] - 0s 1ms/step - loss: 727.9584 Epoch 48/2000 1/1 [==============================] - 0s 1000us/step - loss: 723.2986 Epoch 49/2000 1/1 [==============================] - 0s 2ms/step - loss: 718.6689 Epoch 50/2000 1/1 [==============================] - 0s 1ms/step - loss: 714.0692 Epoch 51/2000 1/1 [==============================] - 0s 993us/step - loss: 709.4995 Epoch 52/2000 1/1 [==============================] - 0s 2ms/step - loss: 704.9592 Epoch 53/2000 1/1 [==============================] - 0s 999us/step - loss: 700.4482 Epoch 54/2000 1/1 [==============================] - 0s 998us/step - loss: 695.9665 Epoch 55/2000 1/1 [==============================] - 0s 1ms/step - loss: 691.5139 Epoch 56/2000 1/1 [==============================] - 0s 1ms/step - loss: 687.0901 Epoch 57/2000 1/1 [==============================] - 0s 994us/step - loss: 682.6948 Epoch 58/2000 1/1 [==============================] - 0s 2ms/step - loss: 678.3282 Epoch 59/2000 1/1 [==============================] - 0s 2ms/step - loss: 673.9897 Epoch 60/2000 1/1 [==============================] - 0s 2ms/step - loss: 669.6793 Epoch 61/2000 1/1 [==============================] - 0s 2ms/step - loss: 665.3970 Epoch 62/2000 1/1 [==============================] - 0s 1ms/step - loss: 661.1422 Epoch 63/2000 1/1 [==============================] - 0s 2ms/step - loss: 656.9150 Epoch 64/2000 1/1 [==============================] - 0s 2ms/step - loss: 652.7153 Epoch 65/2000 1/1 [==============================] - 0s 2ms/step - loss: 648.5427 Epoch 66/2000 1/1 [==============================] - 0s 1000us/step - loss: 644.3972 Epoch 67/2000 1/1 [==============================] - 0s 2ms/step - loss: 640.2783 Epoch 68/2000 1/1 [==============================] - 0s 999us/step - loss: 636.1863 Epoch 69/2000 1/1 [==============================] - 0s 2ms/step - loss: 632.1208 Epoch 70/2000 1/1 [==============================] - 0s 3ms/step - loss: 628.0814 Epoch 71/2000 1/1 [==============================] - 0s 1000us/step - loss: 624.0683 Epoch 72/2000 1/1 [==============================] - 0s 2ms/step - loss: 620.0812 Epoch 73/2000 1/1 [==============================] - 0s 2ms/step - loss: 616.1199 Epoch 74/2000 1/1 [==============================] - 0s 2ms/step - loss: 612.1844 Epoch 75/2000 1/1 [==============================] - 0s 2ms/step - loss: 608.2740 Epoch 76/2000 1/1 [==============================] - 0s 999us/step - loss: 604.3893 Epoch 77/2000 1/1 [==============================] - 0s 999us/step - loss: 600.5295 Epoch 78/2000 1/1 [==============================] - 0s 1ms/step - loss: 596.6948 Epoch 79/2000 1/1 [==============================] - 0s 2ms/step - loss: 592.8850 Epoch 80/2000 1/1 [==============================] - 0s 2ms/step - loss: 589.0999 Epoch 81/2000 1/1 [==============================] - 0s 999us/step - loss: 585.3391 Epoch 82/2000 1/1 [==============================] - 0s 2ms/step - loss: 581.6028 Epoch 83/2000 1/1 [==============================] - 0s 1ms/step - loss: 577.8906 Epoch 84/2000 1/1 [==============================] - 0s 1ms/step - loss: 574.2026 Epoch 85/2000 1/1 [==============================] - 0s 1ms/step - loss: 570.5383 Epoch 86/2000 1/1 [==============================] - 0s 2ms/step - loss: 566.8978 Epoch 87/2000 1/1 [==============================] - 0s 1ms/step - loss: 563.2809 Epoch 88/2000 1/1 [==============================] - 0s 2ms/step - loss: 559.6874 Epoch 89/2000 1/1 [==============================] - 0s 2ms/step - loss: 556.1171 Epoch 90/2000 1/1 [==============================] - 0s 1ms/step - loss: 552.5699 Epoch 91/2000 1/1 [==============================] - 0s 999us/step - loss: 549.0458 Epoch 92/2000 1/1 [==============================] - 0s 1ms/step - loss: 545.5444 Epoch 93/2000 1/1 [==============================] - 0s 2ms/step - loss: 542.0657 Epoch 94/2000 1/1 [==============================] - 0s 2ms/step - loss: 538.6096 Epoch 95/2000 1/1 [==============================] - 0s 2ms/step - loss: 535.1758 Epoch 96/2000 1/1 [==============================] - 0s 1ms/step - loss: 531.7643 Epoch 97/2000 1/1 [==============================] - 0s 2ms/step - loss: 528.3748 Epoch 98/2000 1/1 [==============================] - 0s 1ms/step - loss: 525.0073 Epoch 99/2000 1/1 [==============================] - 0s 1ms/step - loss: 521.6616 Epoch 100/2000 1/1 [==============================] - 0s 2ms/step - loss: 518.3375 Epoch 101/2000 1/1 [==============================] - 0s 1ms/step - loss: 515.0350 Epoch 102/2000 1/1 [==============================] - 0s 2ms/step - loss: 511.7539 Epoch 103/2000 1/1 [==============================] - 0s 998us/step - loss: 508.4941 Epoch 104/2000 1/1 [==============================] - 0s 1ms/step - loss: 505.2554 Epoch 105/2000 1/1 [==============================] - 0s 1ms/step - loss: 502.0374 Epoch 106/2000 1/1 [==============================] - 0s 1ms/step - loss: 498.8405 Epoch 107/2000 1/1 [==============================] - 0s 999us/step - loss: 495.6643 Epoch 108/2000 1/1 [==============================] - 0s 1ms/step - loss: 492.5086 Epoch 109/2000 1/1 [==============================] - 0s 999us/step - loss: 489.3733 Epoch 110/2000 1/1 [==============================] - 0s 998us/step - loss: 486.2583 Epoch 111/2000 1/1 [==============================] - 0s 1ms/step - loss: 483.1635 Epoch 112/2000 1/1 [==============================] - 0s 999us/step - loss: 480.0888 Epoch 113/2000 1/1 [==============================] - 0s 2ms/step - loss: 477.0340 Epoch 114/2000 1/1 [==============================] - 0s 997us/step - loss: 473.9989 Epoch 115/2000 1/1 [==============================] - 0s 2ms/step - loss: 470.9835 Epoch 116/2000 1/1 [==============================] - 0s 1ms/step - loss: 467.9875 Epoch 117/2000 1/1 [==============================] - 0s 1ms/step - loss: 465.0110 Epoch 118/2000 1/1 [==============================] - 0s 1ms/step - loss: 462.0539 Epoch 119/2000 1/1 [==============================] - 0s 1000us/step - loss: 459.1158 Epoch 120/2000 1/1 [==============================] - 0s 2ms/step - loss: 456.1967 Epoch 121/2000 1/1 [==============================] - 0s 998us/step - loss: 453.2966 Epoch 122/2000 1/1 [==============================] - 0s 2ms/step - loss: 450.4152 Epoch 123/2000 1/1 [==============================] - 0s 1ms/step - loss: 447.5526 Epoch 124/2000 1/1 [==============================] - 0s 1ms/step - loss: 444.7085 Epoch 125/2000 1/1 [==============================] - 0s 1ms/step - loss: 441.8827 Epoch 126/2000 1/1 [==============================] - 0s 1ms/step - loss: 439.0752 Epoch 127/2000 1/1 [==============================] - 0s 2ms/step - loss: 436.2860 Epoch 128/2000 1/1 [==============================] - 0s 2ms/step - loss: 433.5148 Epoch 129/2000 1/1 [==============================] - 0s 1000us/step - loss: 430.7614 Epoch 130/2000 1/1 [==============================] - 0s 1ms/step - loss: 428.0261 Epoch 131/2000 1/1 [==============================] - 0s 1000us/step - loss: 425.3083 Epoch 132/2000 1/1 [==============================] - 0s 1ms/step - loss: 422.6082 Epoch 133/2000 1/1 [==============================] - 0s 1ms/step - loss: 419.9255 Epoch 134/2000 1/1 [==============================] - 0s 3ms/step - loss: 417.2602 Epoch 135/2000 1/1 [==============================] - 0s 2ms/step - loss: 414.6123 Epoch 136/2000 1/1 [==============================] - 0s 1ms/step - loss: 411.9813 Epoch 137/2000 1/1 [==============================] - 0s 2ms/step - loss: 409.3675 Epoch 138/2000 1/1 [==============================] - 0s 1ms/step - loss: 406.7705 Epoch 139/2000 1/1 [==============================] - 0s 1ms/step - loss: 404.1905 Epoch 140/2000 1/1 [==============================] - 0s 2ms/step - loss: 401.6270 Epoch 141/2000 1/1 [==============================] - 0s 1ms/step - loss: 399.0802 Epoch 142/2000 1/1 [==============================] - 0s 1ms/step - loss: 396.5499 Epoch 143/2000 1/1 [==============================] - 0s 2ms/step - loss: 394.0360 Epoch 144/2000 1/1 [==============================] - 0s 1ms/step - loss: 391.5384 Epoch 145/2000 1/1 [==============================] - 0s 1ms/step - loss: 389.0569 Epoch 146/2000 1/1 [==============================] - 0s 1ms/step - loss: 386.5914 Epoch 147/2000 1/1 [==============================] - 0s 2ms/step - loss: 384.1420 Epoch 148/2000 1/1 [==============================] - 0s 2ms/step - loss: 381.7085 Epoch 149/2000 1/1 [==============================] - 0s 1ms/step - loss: 379.2906 Epoch 150/2000 1/1 [==============================] - 0s 1ms/step - loss: 376.8884 Epoch 151/2000 1/1 [==============================] - 0s 2ms/step - loss: 374.5018 Epoch 152/2000 1/1 [==============================] - 0s 1000us/step - loss: 372.1306 Epoch 153/2000 1/1 [==============================] - 0s 1ms/step - loss: 369.7748 Epoch 154/2000 1/1 [==============================] - 0s 2ms/step - loss: 367.4344 Epoch 155/2000 1/1 [==============================] - 0s 2ms/step - loss: 365.1089 Epoch 156/2000 1/1 [==============================] - 0s 999us/step - loss: 362.7986 Epoch 157/2000 1/1 [==============================] - 0s 1000us/step - loss: 360.5031 Epoch 158/2000 1/1 [==============================] - 0s 1ms/step - loss: 358.2227 Epoch 159/2000 1/1 [==============================] - 0s 1ms/step - loss: 355.9568 Epoch 160/2000 1/1 [==============================] - 0s 1ms/step - loss: 353.7059 Epoch 161/2000 1/1 [==============================] - 0s 2ms/step - loss: 351.4693 Epoch 162/2000 1/1 [==============================] - 0s 2ms/step - loss: 349.2473 Epoch 163/2000 1/1 [==============================] - 0s 1ms/step - loss: 347.0396 Epoch 164/2000 1/1 [==============================] - 0s 1ms/step - loss: 344.8463 Epoch 165/2000 1/1 [==============================] - 0s 1000us/step - loss: 342.6671 Epoch 166/2000 1/1 [==============================] - 0s 2ms/step - loss: 340.5022 Epoch 167/2000 1/1 [==============================] - 0s 1ms/step - loss: 338.3511 Epoch 168/2000 1/1 [==============================] - 0s 2ms/step - loss: 336.2140 Epoch 169/2000 1/1 [==============================] - 0s 999us/step - loss: 334.0908 Epoch 170/2000 1/1 [==============================] - 0s 1000us/step - loss: 331.9814 Epoch 171/2000 1/1 [==============================] - 0s 1ms/step - loss: 329.8854 Epoch 172/2000 1/1 [==============================] - 0s 1ms/step - loss: 327.8031 Epoch 173/2000 1/1 [==============================] - 0s 2ms/step - loss: 325.7344 Epoch 174/2000 1/1 [==============================] - 0s 2ms/step - loss: 323.6790 Epoch 175/2000 1/1 [==============================] - 0s 2ms/step - loss: 321.6369 Epoch 176/2000 1/1 [==============================] - 0s 5ms/step - loss: 319.6080 Epoch 177/2000 1/1 [==============================] - 0s 1ms/step - loss: 317.5923 Epoch 178/2000 1/1 [==============================] - 0s 1ms/step - loss: 315.5896 Epoch 179/2000 1/1 [==============================] - 0s 2ms/step - loss: 313.5999 Epoch 180/2000 1/1 [==============================] - 0s 2ms/step - loss: 311.6231 Epoch 181/2000 1/1 [==============================] - 0s 2ms/step - loss: 309.6591 Epoch 182/2000 1/1 [==============================] - 0s 1ms/step - loss: 307.7078 Epoch 183/2000 1/1 [==============================] - 0s 1ms/step - loss: 305.7692 Epoch 184/2000 1/1 [==============================] - 0s 2ms/step - loss: 303.8431 Epoch 185/2000 1/1 [==============================] - 0s 1ms/step - loss: 301.9294 Epoch 186/2000 1/1 [==============================] - 0s 998us/step - loss: 300.0281 Epoch 187/2000 1/1 [==============================] - 0s 2ms/step - loss: 298.1392 Epoch 188/2000 1/1 [==============================] - 0s 2ms/step - loss: 296.2624 Epoch 189/2000 1/1 [==============================] - 0s 2ms/step - loss: 294.3979 Epoch 190/2000 1/1 [==============================] - 0s 1000us/step - loss: 292.5454 Epoch 191/2000 1/1 [==============================] - 0s 2ms/step - loss: 290.7049 Epoch 192/2000 1/1 [==============================] - 0s 2ms/step - loss: 288.8764 Epoch 193/2000 1/1 [==============================] - 0s 2ms/step - loss: 287.0597 Epoch 194/2000 1/1 [==============================] - 0s 2ms/step - loss: 285.2546 Epoch 195/2000 1/1 [==============================] - 0s 2ms/step - loss: 283.4614 Epoch 196/2000 1/1 [==============================] - 0s 2ms/step - loss: 281.6797 Epoch 197/2000 1/1 [==============================] - 0s 1ms/step - loss: 279.9096 Epoch 198/2000
1/1 [==============================] - 0s 2ms/step - loss: 278.1508 Epoch 199/2000 1/1 [==============================] - 0s 2ms/step - loss: 276.4036 Epoch 200/2000 1/1 [==============================] - 0s 2ms/step - loss: 274.6675 Epoch 201/2000 1/1 [==============================] - 0s 1ms/step - loss: 272.9429 Epoch 202/2000 1/1 [==============================] - 0s 1ms/step - loss: 271.2292 Epoch 203/2000 1/1 [==============================] - 0s 2ms/step - loss: 269.5267 Epoch 204/2000 1/1 [==============================] - 0s 999us/step - loss: 267.8353 Epoch 205/2000 1/1 [==============================] - 0s 997us/step - loss: 266.1548 Epoch 206/2000 1/1 [==============================] - 0s 1000us/step - loss: 264.4852 Epoch 207/2000 1/1 [==============================] - 0s 1ms/step - loss: 262.8265 Epoch 208/2000 1/1 [==============================] - 0s 1ms/step - loss: 261.1785 Epoch 209/2000 1/1 [==============================] - 0s 999us/step - loss: 259.5410 Epoch 210/2000 1/1 [==============================] - 0s 1ms/step - loss: 257.9142 Epoch 211/2000 1/1 [==============================] - 0s 998us/step - loss: 256.2980 Epoch 212/2000 1/1 [==============================] - 0s 999us/step - loss: 254.6922 Epoch 213/2000 1/1 [==============================] - 0s 1ms/step - loss: 253.0968 Epoch 214/2000 1/1 [==============================] - 0s 1ms/step - loss: 251.5117 Epoch 215/2000 1/1 [==============================] - 0s 998us/step - loss: 249.9370 Epoch 216/2000 1/1 [==============================] - 0s 2ms/step - loss: 248.3723 Epoch 217/2000 1/1 [==============================] - 0s 2ms/step - loss: 246.8179 Epoch 218/2000 1/1 [==============================] - 0s 2ms/step - loss: 245.2735 Epoch 219/2000 1/1 [==============================] - 0s 1000us/step - loss: 243.7390 Epoch 220/2000 1/1 [==============================] - 0s 1ms/step - loss: 242.2146 Epoch 221/2000 1/1 [==============================] - 0s 2ms/step - loss: 240.7000 Epoch 222/2000 1/1 [==============================] - 0s 2ms/step - loss: 239.1951 Epoch 223/2000 1/1 [==============================] - 0s 999us/step - loss: 237.7001 Epoch 224/2000 1/1 [==============================] - 0s 2ms/step - loss: 236.2147 Epoch 225/2000 1/1 [==============================] - 0s 2ms/step - loss: 234.7389 Epoch 226/2000 1/1 [==============================] - 0s 1ms/step - loss: 233.2728 Epoch 227/2000 1/1 [==============================] - 0s 1ms/step - loss: 231.8161 Epoch 228/2000 1/1 [==============================] - 0s 2ms/step - loss: 230.3688 Epoch 229/2000 1/1 [==============================] - 0s 1ms/step - loss: 228.9309 Epoch 230/2000 1/1 [==============================] - 0s 1ms/step - loss: 227.5023 Epoch 231/2000 1/1 [==============================] - 0s 2ms/step - loss: 226.0829 Epoch 232/2000 1/1 [==============================] - 0s 2ms/step - loss: 224.6729 Epoch 233/2000 1/1 [==============================] - 0s 2ms/step - loss: 223.2719 Epoch 234/2000 1/1 [==============================] - 0s 2ms/step - loss: 221.8799 Epoch 235/2000 1/1 [==============================] - 0s 999us/step - loss: 220.4970 Epoch 236/2000 1/1 [==============================] - 0s 1ms/step - loss: 219.1230 Epoch 237/2000 1/1 [==============================] - 0s 1ms/step - loss: 217.7580 Epoch 238/2000 1/1 [==============================] - 0s 998us/step - loss: 216.4017 Epoch 239/2000 1/1 [==============================] - 0s 1ms/step - loss: 215.0542 Epoch 240/2000 1/1 [==============================] - 0s 2ms/step - loss: 213.7155 Epoch 241/2000 1/1 [==============================] - 0s 2ms/step - loss: 212.3855 Epoch 242/2000 1/1 [==============================] - 0s 1ms/step - loss: 211.0640 Epoch 243/2000 1/1 [==============================] - 0s 999us/step - loss: 209.7511 Epoch 244/2000 1/1 [==============================] - 0s 1ms/step - loss: 208.4467 Epoch 245/2000 1/1 [==============================] - 0s 999us/step - loss: 207.1508 Epoch 246/2000 1/1 [==============================] - 0s 999us/step - loss: 205.8632 Epoch 247/2000 1/1 [==============================] - 0s 1ms/step - loss: 204.5839 Epoch 248/2000 1/1 [==============================] - 0s 1ms/step - loss: 203.3131 Epoch 249/2000 1/1 [==============================] - 0s 2ms/step - loss: 202.0504 Epoch 250/2000 1/1 [==============================] - 0s 1ms/step - loss: 200.7958 Epoch 251/2000 1/1 [==============================] - 0s 2ms/step - loss: 199.5494 Epoch 252/2000 1/1 [==============================] - 0s 999us/step - loss: 198.3110 Epoch 253/2000 1/1 [==============================] - 0s 2ms/step - loss: 197.0807 Epoch 254/2000 1/1 [==============================] - 0s 1ms/step - loss: 195.8584 Epoch 255/2000 1/1 [==============================] - 0s 1ms/step - loss: 194.6439 Epoch 256/2000 1/1 [==============================] - 0s 2ms/step - loss: 193.4373 Epoch 257/2000 1/1 [==============================] - 0s 2ms/step - loss: 192.2386 Epoch 258/2000 1/1 [==============================] - 0s 4ms/step - loss: 191.0476 Epoch 259/2000 1/1 [==============================] - 0s 1ms/step - loss: 189.8643 Epoch 260/2000 1/1 [==============================] - 0s 1ms/step - loss: 188.6886 Epoch 261/2000 1/1 [==============================] - 0s 1ms/step - loss: 187.5206 Epoch 262/2000 1/1 [==============================] - 0s 2ms/step - loss: 186.3602 Epoch 263/2000 1/1 [==============================] - 0s 999us/step - loss: 185.2072 Epoch 264/2000 1/1 [==============================] - 0s 998us/step - loss: 184.0618 Epoch 265/2000 1/1 [==============================] - 0s 2ms/step - loss: 182.9237 Epoch 266/2000 1/1 [==============================] - 0s 1000us/step - loss: 181.7930 Epoch 267/2000 1/1 [==============================] - 0s 2ms/step - loss: 180.6696 Epoch 268/2000 1/1 [==============================] - 0s 1ms/step - loss: 179.5535 Epoch 269/2000 1/1 [==============================] - 0s 1000us/step - loss: 178.4447 Epoch 270/2000 1/1 [==============================] - 0s 2ms/step - loss: 177.3429 Epoch 271/2000 1/1 [==============================] - 0s 2ms/step - loss: 176.2484 Epoch 272/2000 1/1 [==============================] - 0s 2ms/step - loss: 175.1609 Epoch 273/2000 1/1 [==============================] - 0s 2ms/step - loss: 174.0805 Epoch 274/2000 1/1 [==============================] - 0s 1ms/step - loss: 173.0070 Epoch 275/2000 1/1 [==============================] - 0s 1ms/step - loss: 171.9406 Epoch 276/2000 1/1 [==============================] - 0s 999us/step - loss: 170.8810 Epoch 277/2000 1/1 [==============================] - 0s 2ms/step - loss: 169.8283 Epoch 278/2000 1/1 [==============================] - 0s 2ms/step - loss: 168.7824 Epoch 279/2000 1/1 [==============================] - 0s 1000us/step - loss: 167.7433 Epoch 280/2000 1/1 [==============================] - 0s 1000us/step - loss: 166.7108 Epoch 281/2000 1/1 [==============================] - 0s 2ms/step - loss: 165.6852 Epoch 282/2000 1/1 [==============================] - 0s 1ms/step - loss: 164.6660 Epoch 283/2000 1/1 [==============================] - 0s 1ms/step - loss: 163.6535 Epoch 284/2000 1/1 [==============================] - 0s 2ms/step - loss: 162.6477 Epoch 285/2000 1/1 [==============================] - 0s 1ms/step - loss: 161.6482 Epoch 286/2000 1/1 [==============================] - 0s 998us/step - loss: 160.6554 Epoch 287/2000 1/1 [==============================] - 0s 1ms/step - loss: 159.6689 Epoch 288/2000 1/1 [==============================] - 0s 2ms/step - loss: 158.6888 Epoch 289/2000 1/1 [==============================] - 0s 1ms/step - loss: 157.7150 Epoch 290/2000 1/1 [==============================] - 0s 1ms/step - loss: 156.7476 Epoch 291/2000 1/1 [==============================] - 0s 996us/step - loss: 155.7863 Epoch 292/2000 1/1 [==============================] - 0s 998us/step - loss: 154.8313 Epoch 293/2000 1/1 [==============================] - 0s 2ms/step - loss: 153.8826 Epoch 294/2000 1/1 [==============================] - 0s 1000us/step - loss: 152.9399 Epoch 295/2000 1/1 [==============================] - 0s 2ms/step - loss: 152.0034 Epoch 296/2000
1/1 [==============================] - 0s 2ms/step - loss: 151.0729 Epoch 297/2000 1/1 [==============================] - 0s 2ms/step - loss: 150.1484 Epoch 298/2000 1/1 [==============================] - 0s 1000us/step - loss: 149.2299 Epoch 299/2000 1/1 [==============================] - 0s 2ms/step - loss: 148.3174 Epoch 300/2000 1/1 [==============================] - 0s 1ms/step - loss: 147.4108 Epoch 301/2000 1/1 [==============================] - 0s 2ms/step - loss: 146.5101 Epoch 302/2000 1/1 [==============================] - 0s 1ms/step - loss: 145.6152 Epoch 303/2000 1/1 [==============================] - 0s 1ms/step - loss: 144.7260 Epoch 304/2000 1/1 [==============================] - 0s 2ms/step - loss: 143.8427 Epoch 305/2000 1/1 [==============================] - 0s 999us/step - loss: 142.9651 Epoch 306/2000 1/1 [==============================] - 0s 1ms/step - loss: 142.0931 Epoch 307/2000 1/1 [==============================] - 0s 999us/step - loss: 141.2268 Epoch 308/2000 1/1 [==============================] - 0s 1000us/step - loss: 140.3661 Epoch 309/2000 1/1 [==============================] - 0s 1ms/step - loss: 139.5110 Epoch 310/2000 1/1 [==============================] - 0s 2ms/step - loss: 138.6613 Epoch 311/2000 1/1 [==============================] - 0s 2ms/step - loss: 137.8172 Epoch 312/2000 1/1 [==============================] - 0s 999us/step - loss: 136.9787 Epoch 313/2000 1/1 [==============================] - 0s 1ms/step - loss: 136.1455 Epoch 314/2000 1/1 [==============================] - 0s 1ms/step - loss: 135.3177 Epoch 315/2000 1/1 [==============================] - 0s 1ms/step - loss: 134.4952 Epoch 316/2000 1/1 [==============================] - 0s 2ms/step - loss: 133.6781 Epoch 317/2000 1/1 [==============================] - 0s 2ms/step - loss: 132.8663 Epoch 318/2000 1/1 [==============================] - 0s 1000us/step - loss: 132.0597 Epoch 319/2000 1/1 [==============================] - 0s 2ms/step - loss: 131.2583 Epoch 320/2000 1/1 [==============================] - 0s 2ms/step - loss: 130.4621 Epoch 321/2000 1/1 [==============================] - 0s 1000us/step - loss: 129.6711 Epoch 322/2000 1/1 [==============================] - 0s 1ms/step - loss: 128.8853 Epoch 323/2000 1/1 [==============================] - 0s 1ms/step - loss: 128.1045 Epoch 324/2000 1/1 [==============================] - 0s 2ms/step - loss: 127.3287 Epoch 325/2000 1/1 [==============================] - 0s 1000us/step - loss: 126.5580 Epoch 326/2000 1/1 [==============================] - 0s 2ms/step - loss: 125.7923 Epoch 327/2000 1/1 [==============================] - 0s 1ms/step - loss: 125.0315 Epoch 328/2000 1/1 [==============================] - 0s 1ms/step - loss: 124.2756 Epoch 329/2000 1/1 [==============================] - 0s 2ms/step - loss: 123.5247 Epoch 330/2000 1/1 [==============================] - 0s 998us/step - loss: 122.7787 Epoch 331/2000 1/1 [==============================] - 0s 2ms/step - loss: 122.0374 Epoch 332/2000 1/1 [==============================] - 0s 999us/step - loss: 121.3009 Epoch 333/2000 1/1 [==============================] - 0s 1ms/step - loss: 120.5692 Epoch 334/2000 1/1 [==============================] - 0s 1ms/step - loss: 119.8423 Epoch 335/2000 1/1 [==============================] - 0s 2ms/step - loss: 119.1201 Epoch 336/2000 1/1 [==============================] - 0s 1ms/step - loss: 118.4025 Epoch 337/2000 1/1 [==============================] - 0s 1ms/step - loss: 117.6896 Epoch 338/2000 1/1 [==============================] - 0s 999us/step - loss: 116.9813 Epoch 339/2000 1/1 [==============================] - 0s 2ms/step - loss: 116.2776 Epoch 340/2000 1/1 [==============================] - 0s 2ms/step - loss: 115.5785 Epoch 341/2000 1/1 [==============================] - 0s 1000us/step - loss: 114.8838 Epoch 342/2000 1/1 [==============================] - 0s 1ms/step - loss: 114.1937 Epoch 343/2000 1/1 [==============================] - 0s 999us/step - loss: 113.5080 Epoch 344/2000 1/1 [==============================] - 0s 2ms/step - loss: 112.8268 Epoch 345/2000 1/1 [==============================] - 0s 2ms/step - loss: 112.1501 Epoch 346/2000 1/1 [==============================] - 0s 2ms/step - loss: 111.4776 Epoch 347/2000 1/1 [==============================] - 0s 1ms/step - loss: 110.8095 Epoch 348/2000 1/1 [==============================] - 0s 1ms/step - loss: 110.1458 Epoch 349/2000 1/1 [==============================] - 0s 1ms/step - loss: 109.4863 Epoch 350/2000 1/1 [==============================] - 0s 1ms/step - loss: 108.8311 Epoch 351/2000 1/1 [==============================] - 0s 2ms/step - loss: 108.1802 Epoch 352/2000 1/1 [==============================] - 0s 1ms/step - loss: 107.5334 Epoch 353/2000 1/1 [==============================] - 0s 2ms/step - loss: 106.8910 Epoch 354/2000 1/1 [==============================] - 0s 1ms/step - loss: 106.2525 Epoch 355/2000 1/1 [==============================] - 0s 2ms/step - loss: 105.6183 Epoch 356/2000 1/1 [==============================] - 0s 1ms/step - loss: 104.9881 Epoch 357/2000 1/1 [==============================] - 0s 2ms/step - loss: 104.3621 Epoch 358/2000 1/1 [==============================] - 0s 998us/step - loss: 103.7401 Epoch 359/2000 1/1 [==============================] - 0s 2ms/step - loss: 103.1221 Epoch 360/2000 1/1 [==============================] - 0s 2ms/step - loss: 102.5081 Epoch 361/2000 1/1 [==============================] - 0s 1ms/step - loss: 101.8981 Epoch 362/2000 1/1 [==============================] - 0s 999us/step - loss: 101.2920 Epoch 363/2000 1/1 [==============================] - 0s 1000us/step - loss: 100.6899 Epoch 364/2000 1/1 [==============================] - 0s 3ms/step - loss: 100.0918 Epoch 365/2000 1/1 [==============================] - 0s 999us/step - loss: 99.4974 Epoch 366/2000 1/1 [==============================] - 0s 2ms/step - loss: 98.9069 Epoch 367/2000 1/1 [==============================] - 0s 1ms/step - loss: 98.3202 Epoch 368/2000 1/1 [==============================] - 0s 1ms/step - loss: 97.7373 Epoch 369/2000 1/1 [==============================] - 0s 2ms/step - loss: 97.1582 Epoch 370/2000 1/1 [==============================] - 0s 1ms/step - loss: 96.5829 Epoch 371/2000 1/1 [==============================] - 0s 2ms/step - loss: 96.0112 Epoch 372/2000 1/1 [==============================] - 0s 2ms/step - loss: 95.4432 Epoch 373/2000 1/1 [==============================] - 0s 1ms/step - loss: 94.8790 Epoch 374/2000 1/1 [==============================] - 0s 1ms/step - loss: 94.3185 Epoch 375/2000 1/1 [==============================] - 0s 1ms/step - loss: 93.7614 Epoch 376/2000 1/1 [==============================] - 0s 2ms/step - loss: 93.2081 Epoch 377/2000 1/1 [==============================] - 0s 2ms/step - loss: 92.6583 Epoch 378/2000 1/1 [==============================] - 0s 1000us/step - loss: 92.1120 Epoch 379/2000 1/1 [==============================] - 0s 2ms/step - loss: 91.5694 Epoch 380/2000 1/1 [==============================] - 0s 2ms/step - loss: 91.0302 Epoch 381/2000 1/1 [==============================] - 0s 1ms/step - loss: 90.4946 Epoch 382/2000 1/1 [==============================] - 0s 1ms/step - loss: 89.9623 Epoch 383/2000 1/1 [==============================] - 0s 1000us/step - loss: 89.4336 Epoch 384/2000 1/1 [==============================] - 0s 1ms/step - loss: 88.9083 Epoch 385/2000 1/1 [==============================] - 0s 1000us/step - loss: 88.3863 Epoch 386/2000 1/1 [==============================] - 0s 2ms/step - loss: 87.8678 Epoch 387/2000 1/1 [==============================] - 0s 998us/step - loss: 87.3526 Epoch 388/2000 1/1 [==============================] - 0s 1ms/step - loss: 86.8407 Epoch 389/2000 1/1 [==============================] - 0s 1ms/step - loss: 86.3321 Epoch 390/2000 1/1 [==============================] - 0s 1ms/step - loss: 85.8269 Epoch 391/2000 1/1 [==============================] - 0s 2ms/step - loss: 85.3249 Epoch 392/2000 1/1 [==============================] - 0s 2ms/step - loss: 84.8261 Epoch 393/2000 1/1 [==============================] - 0s 1ms/step - loss: 84.3307 Epoch 394/2000 1/1 [==============================] - 0s 998us/step - loss: 83.8383 Epoch 395/2000 1/1 [==============================] - 0s 1ms/step - loss: 83.3493 Epoch 396/2000 1/1 [==============================] - 0s 2ms/step - loss: 82.8633 Epoch 397/2000 1/1 [==============================] - 0s 998us/step - loss: 82.3805 Epoch 398/2000 1/1 [==============================] - 0s 2ms/step - loss: 81.9008 Epoch 399/2000 1/1 [==============================] - 0s 2ms/step - loss: 81.4243 Epoch 400/2000 1/1 [==============================] - 0s 999us/step - loss: 80.9508 Epoch 401/2000 1/1 [==============================] - 0s 1ms/step - loss: 80.4804 Epoch 402/2000 1/1 [==============================] - 0s 999us/step - loss: 80.0130 Epoch 403/2000 1/1 [==============================] - 0s 1ms/step - loss: 79.5487 Epoch 404/2000 1/1 [==============================] - 0s 1ms/step - loss: 79.0873 Epoch 405/2000 1/1 [==============================] - 0s 998us/step - loss: 78.6290 Epoch 406/2000 1/1 [==============================] - 0s 1ms/step - loss: 78.1736 Epoch 407/2000 1/1 [==============================] - 0s 1ms/step - loss: 77.7212 Epoch 408/2000 1/1 [==============================] - 0s 1ms/step - loss: 77.2717 Epoch 409/2000 1/1 [==============================] - 0s 1ms/step - loss: 76.8250 Epoch 410/2000 1/1 [==============================] - 0s 1ms/step - loss: 76.3813 Epoch 411/2000 1/1 [==============================] - 0s 2ms/step - loss: 75.9405 Epoch 412/2000 1/1 [==============================] - 0s 2ms/step - loss: 75.5025 Epoch 413/2000 1/1 [==============================] - 0s 1000us/step - loss: 75.0674 Epoch 414/2000 1/1 [==============================] - 0s 1ms/step - loss: 74.6351 Epoch 415/2000 1/1 [==============================] - 0s 1ms/step - loss: 74.2056 Epoch 416/2000 1/1 [==============================] - 0s 1ms/step - loss: 73.7788 Epoch 417/2000 1/1 [==============================] - 0s 2ms/step - loss: 73.3549 Epoch 418/2000 1/1 [==============================] - 0s 2ms/step - loss: 72.9336 Epoch 419/2000 1/1 [==============================] - 0s 2ms/step - loss: 72.5151 Epoch 420/2000 1/1 [==============================] - 0s 998us/step - loss: 72.0993 Epoch 421/2000 1/1 [==============================] - 0s 2ms/step - loss: 71.6862 Epoch 422/2000 1/1 [==============================] - 0s 1ms/step - loss: 71.2758 Epoch 423/2000 1/1 [==============================] - 0s 1ms/step - loss: 70.8680 Epoch 424/2000 1/1 [==============================] - 0s 2ms/step - loss: 70.4629 Epoch 425/2000 1/1 [==============================] - 0s 1ms/step - loss: 70.0603 Epoch 426/2000 1/1 [==============================] - 0s 998us/step - loss: 69.6604 Epoch 427/2000 1/1 [==============================] - 0s 1ms/step - loss: 69.2631 Epoch 428/2000 1/1 [==============================] - 0s 2ms/step - loss: 68.8684 Epoch 429/2000 1/1 [==============================] - 0s 2ms/step - loss: 68.4762 Epoch 430/2000 1/1 [==============================] - 0s 1ms/step - loss: 68.0865 Epoch 431/2000 1/1 [==============================] - 0s 2ms/step - loss: 67.6995 Epoch 432/2000 1/1 [==============================] - 0s 2ms/step - loss: 67.3148 Epoch 433/2000 1/1 [==============================] - 0s 1ms/step - loss: 66.9327 Epoch 434/2000 1/1 [==============================] - 0s 2ms/step - loss: 66.5531 Epoch 435/2000 1/1 [==============================] - 0s 2ms/step - loss: 66.1759 Epoch 436/2000 1/1 [==============================] - 0s 1ms/step - loss: 65.8012 Epoch 437/2000 1/1 [==============================] - 0s 1ms/step - loss: 65.4288 Epoch 438/2000 1/1 [==============================] - 0s 994us/step - loss: 65.0589 Epoch 439/2000 1/1 [==============================] - 0s 2ms/step - loss: 64.6914 Epoch 440/2000 1/1 [==============================] - 0s 1ms/step - loss: 64.3262 Epoch 441/2000 1/1 [==============================] - 0s 2ms/step - loss: 63.9635 Epoch 442/2000 1/1 [==============================] - 0s 1ms/step - loss: 63.6031 Epoch 443/2000 1/1 [==============================] - 0s 1ms/step - loss: 63.2450 Epoch 444/2000 1/1 [==============================] - 0s 2ms/step - loss: 62.8892 Epoch 445/2000 1/1 [==============================] - 0s 2ms/step - loss: 62.5358 Epoch 446/2000 1/1 [==============================] - 0s 2ms/step - loss: 62.1845 Epoch 447/2000 1/1 [==============================] - 0s 999us/step - loss: 61.8357 Epoch 448/2000 1/1 [==============================] - 0s 1000us/step - loss: 61.4890 Epoch 449/2000 1/1 [==============================] - 0s 1ms/step - loss: 61.1446 Epoch 450/2000 1/1 [==============================] - 0s 1ms/step - loss: 60.8025 Epoch 451/2000 1/1 [==============================] - 0s 2ms/step - loss: 60.4624 Epoch 452/2000 1/1 [==============================] - 0s 2ms/step - loss: 60.1247 Epoch 453/2000 1/1 [==============================] - 0s 1ms/step - loss: 59.7891 Epoch 454/2000 1/1 [==============================] - 0s 999us/step - loss: 59.4558 Epoch 455/2000 1/1 [==============================] - 0s 999us/step - loss: 59.1245 Epoch 456/2000 1/1 [==============================] - 0s 1ms/step - loss: 58.7954 Epoch 457/2000 1/1 [==============================] - 0s 1ms/step - loss: 58.4685 Epoch 458/2000 1/1 [==============================] - 0s 2ms/step - loss: 58.1437 Epoch 459/2000 1/1 [==============================] - 0s 999us/step - loss: 57.8209 Epoch 460/2000 1/1 [==============================] - 0s 999us/step - loss: 57.5002 Epoch 461/2000 1/1 [==============================] - 0s 999us/step - loss: 57.1817 Epoch 462/2000 1/1 [==============================] - 0s 1ms/step - loss: 56.8652 Epoch 463/2000 1/1 [==============================] - 0s 1ms/step - loss: 56.5507 Epoch 464/2000 1/1 [==============================] - 0s 999us/step - loss: 56.2383 Epoch 465/2000 1/1 [==============================] - 0s 2ms/step - loss: 55.9279 Epoch 466/2000 1/1 [==============================] - 0s 2ms/step - loss: 55.6195 Epoch 467/2000 1/1 [==============================] - 0s 1ms/step - loss: 55.3131 Epoch 468/2000 1/1 [==============================] - 0s 2ms/step - loss: 55.0087 Epoch 469/2000 1/1 [==============================] - 0s 1ms/step - loss: 54.7062 Epoch 470/2000 1/1 [==============================] - 0s 2ms/step - loss: 54.4057 Epoch 471/2000 1/1 [==============================] - 0s 1ms/step - loss: 54.1072 Epoch 472/2000 1/1 [==============================] - 0s 2ms/step - loss: 53.8106 Epoch 473/2000 1/1 [==============================] - 0s 2ms/step - loss: 53.5159 Epoch 474/2000 1/1 [==============================] - 0s 1ms/step - loss: 53.2231 Epoch 475/2000 1/1 [==============================] - 0s 1000us/step - loss: 52.9322 Epoch 476/2000 1/1 [==============================] - 0s 2ms/step - loss: 52.6433 Epoch 477/2000 1/1 [==============================] - 0s 1ms/step - loss: 52.3562 Epoch 478/2000 1/1 [==============================] - 0s 2ms/step - loss: 52.0709 Epoch 479/2000 1/1 [==============================] - 0s 998us/step - loss: 51.7874 Epoch 480/2000 1/1 [==============================] - 0s 999us/step - loss: 51.5059 Epoch 481/2000 1/1 [==============================] - 0s 1ms/step - loss: 51.2261 Epoch 482/2000 1/1 [==============================] - 0s 1ms/step - loss: 50.9481 Epoch 483/2000 1/1 [==============================] - 0s 1000us/step - loss: 50.6720 Epoch 484/2000 1/1 [==============================] - 0s 1ms/step - loss: 50.3977 Epoch 485/2000 1/1 [==============================] - 0s 2ms/step - loss: 50.1251 Epoch 486/2000 1/1 [==============================] - 0s 1ms/step - loss: 49.8543 Epoch 487/2000 1/1 [==============================] - 0s 2ms/step - loss: 49.5852 Epoch 488/2000 1/1 [==============================] - 0s 2ms/step - loss: 49.3179 Epoch 489/2000 1/1 [==============================] - 0s 999us/step - loss: 49.0523 Epoch 490/2000 1/1 [==============================] - 0s 1000us/step - loss: 48.7884 Epoch 491/2000 1/1 [==============================] - 0s 1ms/step - loss: 48.5263 Epoch 492/2000 1/1 [==============================] - 0s 1000us/step - loss: 48.2658 Epoch 493/2000
1/1 [==============================] - 0s 2ms/step - loss: 48.0070 Epoch 494/2000 1/1 [==============================] - 0s 999us/step - loss: 47.7499 Epoch 495/2000 1/1 [==============================] - 0s 2ms/step - loss: 47.4945 Epoch 496/2000 1/1 [==============================] - 0s 1ms/step - loss: 47.2407 Epoch 497/2000 1/1 [==============================] - 0s 1ms/step - loss: 46.9885 Epoch 498/2000 1/1 [==============================] - 0s 1000us/step - loss: 46.7380 Epoch 499/2000 1/1 [==============================] - 0s 2ms/step - loss: 46.4891 Epoch 500/2000 1/1 [==============================] - 0s 999us/step - loss: 46.2419 Epoch 501/2000 1/1 [==============================] - 0s 1ms/step - loss: 45.9962 Epoch 502/2000 1/1 [==============================] - 0s 1ms/step - loss: 45.7521 Epoch 503/2000 1/1 [==============================] - 0s 999us/step - loss: 45.5096 Epoch 504/2000 1/1 [==============================] - 0s 1ms/step - loss: 45.2687 Epoch 505/2000 1/1 [==============================] - 0s 1ms/step - loss: 45.0293 Epoch 506/2000 1/1 [==============================] - 0s 2ms/step - loss: 44.7915 Epoch 507/2000 1/1 [==============================] - 0s 2ms/step - loss: 44.5552 Epoch 508/2000 1/1 [==============================] - 0s 1ms/step - loss: 44.3204 Epoch 509/2000 1/1 [==============================] - 0s 1ms/step - loss: 44.0872 Epoch 510/2000 1/1 [==============================] - 0s 2ms/step - loss: 43.8555 Epoch 511/2000 1/1 [==============================] - 0s 1ms/step - loss: 43.6252 Epoch 512/2000 1/1 [==============================] - 0s 1000us/step - loss: 43.3965 Epoch 513/2000 1/1 [==============================] - 0s 997us/step - loss: 43.1693 Epoch 514/2000 1/1 [==============================] - 0s 2ms/step - loss: 42.9435 Epoch 515/2000 1/1 [==============================] - 0s 2ms/step - loss: 42.7192 Epoch 516/2000 1/1 [==============================] - 0s 1ms/step - loss: 42.4964 Epoch 517/2000 1/1 [==============================] - 0s 1ms/step - loss: 42.2749 Epoch 518/2000 1/1 [==============================] - 0s 2ms/step - loss: 42.0549 Epoch 519/2000 1/1 [==============================] - 0s 1ms/step - loss: 41.8364 Epoch 520/2000 1/1 [==============================] - 0s 999us/step - loss: 41.6192 Epoch 521/2000 1/1 [==============================] - 0s 2ms/step - loss: 41.4035 Epoch 522/2000 1/1 [==============================] - 0s 2ms/step - loss: 41.1891 Epoch 523/2000 1/1 [==============================] - 0s 999us/step - loss: 40.9762 Epoch 524/2000 1/1 [==============================] - 0s 1ms/step - loss: 40.7646 Epoch 525/2000 1/1 [==============================] - 0s 1ms/step - loss: 40.5544 Epoch 526/2000 1/1 [==============================] - 0s 2ms/step - loss: 40.3455 Epoch 527/2000 1/1 [==============================] - 0s 2ms/step - loss: 40.1381 Epoch 528/2000 1/1 [==============================] - 0s 2ms/step - loss: 39.9319 Epoch 529/2000 1/1 [==============================] - 0s 1ms/step - loss: 39.7271 Epoch 530/2000 1/1 [==============================] - 0s 2ms/step - loss: 39.5236 Epoch 531/2000 1/1 [==============================] - 0s 1ms/step - loss: 39.3215 Epoch 532/2000 1/1 [==============================] - 0s 1ms/step - loss: 39.1206 Epoch 533/2000 1/1 [==============================] - 0s 3ms/step - loss: 38.9210 Epoch 534/2000 1/1 [==============================] - 0s 1ms/step - loss: 38.7227 Epoch 535/2000 1/1 [==============================] - 0s 2ms/step - loss: 38.5257 Epoch 536/2000 1/1 [==============================] - 0s 2ms/step - loss: 38.3300 Epoch 537/2000 1/1 [==============================] - 0s 2ms/step - loss: 38.1356 Epoch 538/2000 1/1 [==============================] - 0s 1ms/step - loss: 37.9424 Epoch 539/2000 1/1 [==============================] - 0s 1000us/step - loss: 37.7505 Epoch 540/2000 1/1 [==============================] - 0s 2ms/step - loss: 37.5598 Epoch 541/2000 1/1 [==============================] - 0s 2ms/step - loss: 37.3703 Epoch 542/2000 1/1 [==============================] - 0s 2ms/step - loss: 37.1821 Epoch 543/2000 1/1 [==============================] - 0s 1ms/step - loss: 36.9951 Epoch 544/2000 1/1 [==============================] - 0s 1000us/step - loss: 36.8093 Epoch 545/2000 1/1 [==============================] - 0s 1ms/step - loss: 36.6246 Epoch 546/2000 1/1 [==============================] - 0s 1ms/step - loss: 36.4412 Epoch 547/2000 1/1 [==============================] - 0s 1ms/step - loss: 36.2590 Epoch 548/2000 1/1 [==============================] - 0s 2ms/step - loss: 36.0779 Epoch 549/2000 1/1 [==============================] - 0s 997us/step - loss: 35.8981 Epoch 550/2000 1/1 [==============================] - 0s 2ms/step - loss: 35.7194 Epoch 551/2000 1/1 [==============================] - 0s 1ms/step - loss: 35.5418 Epoch 552/2000 1/1 [==============================] - 0s 1ms/step - loss: 35.3655 Epoch 553/2000 1/1 [==============================] - 0s 2ms/step - loss: 35.1902 Epoch 554/2000 1/1 [==============================] - 0s 2ms/step - loss: 35.0161 Epoch 555/2000 1/1 [==============================] - 0s 2ms/step - loss: 34.8431 Epoch 556/2000 1/1 [==============================] - 0s 1ms/step - loss: 34.6713 Epoch 557/2000 1/1 [==============================] - 0s 1ms/step - loss: 34.5005 Epoch 558/2000 1/1 [==============================] - 0s 2ms/step - loss: 34.3309 Epoch 559/2000 1/1 [==============================] - 0s 3ms/step - loss: 34.1623 Epoch 560/2000 1/1 [==============================] - 0s 999us/step - loss: 33.9949 Epoch 561/2000 1/1 [==============================] - 0s 1ms/step - loss: 33.8285 Epoch 562/2000 1/1 [==============================] - 0s 1ms/step - loss: 33.6632 Epoch 563/2000 1/1 [==============================] - 0s 2ms/step - loss: 33.4990 Epoch 564/2000 1/1 [==============================] - 0s 1ms/step - loss: 33.3358 Epoch 565/2000 1/1 [==============================] - 0s 1ms/step - loss: 33.1737 Epoch 566/2000 1/1 [==============================] - 0s 2ms/step - loss: 33.0126 Epoch 567/2000 1/1 [==============================] - 0s 1ms/step - loss: 32.8526 Epoch 568/2000 1/1 [==============================] - 0s 2ms/step - loss: 32.6937 Epoch 569/2000 1/1 [==============================] - 0s 1000us/step - loss: 32.5357 Epoch 570/2000 1/1 [==============================] - 0s 2ms/step - loss: 32.3788 Epoch 571/2000 1/1 [==============================] - 0s 1ms/step - loss: 32.2229 Epoch 572/2000 1/1 [==============================] - 0s 1ms/step - loss: 32.0680 Epoch 573/2000 1/1 [==============================] - 0s 2ms/step - loss: 31.9141 Epoch 574/2000 1/1 [==============================] - 0s 2ms/step - loss: 31.7612 Epoch 575/2000 1/1 [==============================] - 0s 1ms/step - loss: 31.6093 Epoch 576/2000 1/1 [==============================] - 0s 2ms/step - loss: 31.4583 Epoch 577/2000 1/1 [==============================] - 0s 1ms/step - loss: 31.3084 Epoch 578/2000 1/1 [==============================] - 0s 2ms/step - loss: 31.1594 Epoch 579/2000 1/1 [==============================] - 0s 2ms/step - loss: 31.0114 Epoch 580/2000 1/1 [==============================] - 0s 999us/step - loss: 30.8644 Epoch 581/2000 1/1 [==============================] - 0s 2ms/step - loss: 30.7182 Epoch 582/2000 1/1 [==============================] - 0s 1ms/step - loss: 30.5731 Epoch 583/2000 1/1 [==============================] - 0s 998us/step - loss: 30.4289 Epoch 584/2000 1/1 [==============================] - 0s 1ms/step - loss: 30.2856 Epoch 585/2000 1/1 [==============================] - 0s 2ms/step - loss: 30.1433 Epoch 586/2000 1/1 [==============================] - 0s 2ms/step - loss: 30.0018 Epoch 587/2000 1/1 [==============================] - 0s 2ms/step - loss: 29.8613 Epoch 588/2000 1/1 [==============================] - 0s 998us/step - loss: 29.7217 Epoch 589/2000 1/1 [==============================] - 0s 2ms/step - loss: 29.5830 Epoch 590/2000 1/1 [==============================] - 0s 1ms/step - loss: 29.4452 Epoch 591/2000 1/1 [==============================] - 0s 2ms/step - loss: 29.3083 Epoch 592/2000 1/1 [==============================] - 0s 2ms/step - loss: 29.1722 Epoch 593/2000 1/1 [==============================] - 0s 1ms/step - loss: 29.0371 Epoch 594/2000 1/1 [==============================] - 0s 1ms/step - loss: 28.9028 Epoch 595/2000 1/1 [==============================] - 0s 2ms/step - loss: 28.7694 Epoch 596/2000 1/1 [==============================] - 0s 1ms/step - loss: 28.6368 Epoch 597/2000 1/1 [==============================] - 0s 1ms/step - loss: 28.5052 Epoch 598/2000 1/1 [==============================] - 0s 2ms/step - loss: 28.3743 Epoch 599/2000 1/1 [==============================] - 0s 1ms/step - loss: 28.2444 Epoch 600/2000 1/1 [==============================] - 0s 2ms/step - loss: 28.1152 Epoch 601/2000 1/1 [==============================] - 0s 999us/step - loss: 27.9869 Epoch 602/2000 1/1 [==============================] - 0s 1ms/step - loss: 27.8595 Epoch 603/2000 1/1 [==============================] - 0s 1ms/step - loss: 27.7328 Epoch 604/2000 1/1 [==============================] - 0s 2ms/step - loss: 27.6070 Epoch 605/2000 1/1 [==============================] - 0s 999us/step - loss: 27.4820 Epoch 606/2000 1/1 [==============================] - 0s 2ms/step - loss: 27.3578 Epoch 607/2000 1/1 [==============================] - 0s 2ms/step - loss: 27.2344 Epoch 608/2000 1/1 [==============================] - 0s 999us/step - loss: 27.1118 Epoch 609/2000 1/1 [==============================] - 0s 2ms/step - loss: 26.9900 Epoch 610/2000 1/1 [==============================] - 0s 1ms/step - loss: 26.8689 Epoch 611/2000 1/1 [==============================] - 0s 2ms/step - loss: 26.7487 Epoch 612/2000 1/1 [==============================] - 0s 2ms/step - loss: 26.6293 Epoch 613/2000 1/1 [==============================] - 0s 999us/step - loss: 26.5106 Epoch 614/2000 1/1 [==============================] - 0s 2ms/step - loss: 26.3927 Epoch 615/2000 1/1 [==============================] - 0s 1ms/step - loss: 26.2755 Epoch 616/2000 1/1 [==============================] - 0s 1ms/step - loss: 26.1591 Epoch 617/2000 1/1 [==============================] - 0s 2ms/step - loss: 26.0435 Epoch 618/2000 1/1 [==============================] - 0s 2ms/step - loss: 25.9286 Epoch 619/2000 1/1 [==============================] - 0s 2ms/step - loss: 25.8144 Epoch 620/2000 1/1 [==============================] - 0s 1ms/step - loss: 25.7011 Epoch 621/2000 1/1 [==============================] - 0s 2ms/step - loss: 25.5884 Epoch 622/2000 1/1 [==============================] - 0s 1ms/step - loss: 25.4764 Epoch 623/2000 1/1 [==============================] - 0s 1000us/step - loss: 25.3652 Epoch 624/2000 1/1 [==============================] - 0s 1ms/step - loss: 25.2547 Epoch 625/2000 1/1 [==============================] - 0s 1ms/step - loss: 25.1449 Epoch 626/2000 1/1 [==============================] - 0s 2ms/step - loss: 25.0358 Epoch 627/2000 1/1 [==============================] - 0s 1ms/step - loss: 24.9275 Epoch 628/2000 1/1 [==============================] - 0s 1ms/step - loss: 24.8198 Epoch 629/2000 1/1 [==============================] - 0s 2ms/step - loss: 24.7128 Epoch 630/2000 1/1 [==============================] - 0s 1000us/step - loss: 24.6065 Epoch 631/2000 1/1 [==============================] - 0s 2ms/step - loss: 24.5010 Epoch 632/2000 1/1 [==============================] - 0s 999us/step - loss: 24.3960 Epoch 633/2000 1/1 [==============================] - 0s 2ms/step - loss: 24.2918 Epoch 634/2000 1/1 [==============================] - 0s 2ms/step - loss: 24.1883 Epoch 635/2000 1/1 [==============================] - 0s 1ms/step - loss: 24.0854 Epoch 636/2000 1/1 [==============================] - 0s 997us/step - loss: 23.9832 Epoch 637/2000 1/1 [==============================] - 0s 1ms/step - loss: 23.8816 Epoch 638/2000 1/1 [==============================] - 0s 2ms/step - loss: 23.7807 Epoch 639/2000 1/1 [==============================] - 0s 999us/step - loss: 23.6805 Epoch 640/2000 1/1 [==============================] - 0s 2ms/step - loss: 23.5809 Epoch 641/2000 1/1 [==============================] - 0s 2ms/step - loss: 23.4819 Epoch 642/2000 1/1 [==============================] - 0s 3ms/step - loss: 23.3837 Epoch 643/2000 1/1 [==============================] - 0s 1000us/step - loss: 23.2860 Epoch 644/2000 1/1 [==============================] - 0s 2ms/step - loss: 23.1890 Epoch 645/2000 1/1 [==============================] - 0s 1ms/step - loss: 23.0926 Epoch 646/2000 1/1 [==============================] - 0s 2ms/step - loss: 22.9968 Epoch 647/2000 1/1 [==============================] - 0s 1ms/step - loss: 22.9016 Epoch 648/2000 1/1 [==============================] - 0s 1ms/step - loss: 22.8071 Epoch 649/2000 1/1 [==============================] - 0s 981us/step - loss: 22.7131 Epoch 650/2000 1/1 [==============================] - 0s 1ms/step - loss: 22.6198 Epoch 651/2000 1/1 [==============================] - 0s 2ms/step - loss: 22.5271 Epoch 652/2000 1/1 [==============================] - 0s 999us/step - loss: 22.4350 Epoch 653/2000 1/1 [==============================] - 0s 1ms/step - loss: 22.3434 Epoch 654/2000 1/1 [==============================] - 0s 999us/step - loss: 22.2525 Epoch 655/2000 1/1 [==============================] - 0s 2ms/step - loss: 22.1622 Epoch 656/2000 1/1 [==============================] - 0s 1000us/step - loss: 22.0724 Epoch 657/2000 1/1 [==============================] - 0s 1ms/step - loss: 21.9832 Epoch 658/2000 1/1 [==============================] - 0s 1ms/step - loss: 21.8947 Epoch 659/2000 1/1 [==============================] - 0s 2ms/step - loss: 21.8067 Epoch 660/2000 1/1 [==============================] - 0s 1ms/step - loss: 21.7192 Epoch 661/2000 1/1 [==============================] - 0s 2ms/step - loss: 21.6323 Epoch 662/2000 1/1 [==============================] - 0s 1000us/step - loss: 21.5460 Epoch 663/2000 1/1 [==============================] - 0s 1ms/step - loss: 21.4602 Epoch 664/2000 1/1 [==============================] - 0s 2ms/step - loss: 21.3750 Epoch 665/2000 1/1 [==============================] - 0s 2ms/step - loss: 21.2903 Epoch 666/2000 1/1 [==============================] - 0s 1ms/step - loss: 21.2062 Epoch 667/2000 1/1 [==============================] - 0s 2ms/step - loss: 21.1226 Epoch 668/2000 1/1 [==============================] - 0s 999us/step - loss: 21.0396 Epoch 669/2000 1/1 [==============================] - 0s 2ms/step - loss: 20.9571 Epoch 670/2000 1/1 [==============================] - 0s 2ms/step - loss: 20.8752 Epoch 671/2000 1/1 [==============================] - 0s 1ms/step - loss: 20.7937 Epoch 672/2000 1/1 [==============================] - 0s 1ms/step - loss: 20.7128 Epoch 673/2000 1/1 [==============================] - 0s 2ms/step - loss: 20.6324 Epoch 674/2000 1/1 [==============================] - 0s 2ms/step - loss: 20.5526 Epoch 675/2000 1/1 [==============================] - 0s 999us/step - loss: 20.4732 Epoch 676/2000 1/1 [==============================] - 0s 1ms/step - loss: 20.3944 Epoch 677/2000 1/1 [==============================] - 0s 1000us/step - loss: 20.3161 Epoch 678/2000 1/1 [==============================] - 0s 2ms/step - loss: 20.2383 Epoch 679/2000 1/1 [==============================] - 0s 2ms/step - loss: 20.1610 Epoch 680/2000 1/1 [==============================] - 0s 2ms/step - loss: 20.0842 Epoch 681/2000 1/1 [==============================] - 0s 998us/step - loss: 20.0079 Epoch 682/2000 1/1 [==============================] - 0s 2ms/step - loss: 19.9321 Epoch 683/2000 1/1 [==============================] - 0s 2ms/step - loss: 19.8568 Epoch 684/2000 1/1 [==============================] - 0s 1ms/step - loss: 19.7820 Epoch 685/2000 1/1 [==============================] - 0s 1ms/step - loss: 19.7076 Epoch 686/2000 1/1 [==============================] - 0s 1ms/step - loss: 19.6337 Epoch 687/2000 1/1 [==============================] - 0s 2ms/step - loss: 19.5603 Epoch 688/2000 1/1 [==============================] - 0s 999us/step - loss: 19.4875 Epoch 689/2000 1/1 [==============================] - 0s 1ms/step - loss: 19.4150 Epoch 690/2000 1/1 [==============================] - 0s 999us/step - loss: 19.3430 Epoch 691/2000
1/1 [==============================] - 0s 1ms/step - loss: 19.2716 Epoch 692/2000 1/1 [==============================] - 0s 1ms/step - loss: 19.2005 Epoch 693/2000 1/1 [==============================] - 0s 2ms/step - loss: 19.1299 Epoch 694/2000 1/1 [==============================] - 0s 1ms/step - loss: 19.0598 Epoch 695/2000 1/1 [==============================] - 0s 2ms/step - loss: 18.9901 Epoch 696/2000 1/1 [==============================] - 0s 2ms/step - loss: 18.9209 Epoch 697/2000 1/1 [==============================] - 0s 1000us/step - loss: 18.8521 Epoch 698/2000 1/1 [==============================] - 0s 1ms/step - loss: 18.7838 Epoch 699/2000 1/1 [==============================] - 0s 1ms/step - loss: 18.7159 Epoch 700/2000 1/1 [==============================] - 0s 1ms/step - loss: 18.6485 Epoch 701/2000 1/1 [==============================] - 0s 2ms/step - loss: 18.5815 Epoch 702/2000 1/1 [==============================] - 0s 2ms/step - loss: 18.5149 Epoch 703/2000 1/1 [==============================] - 0s 1ms/step - loss: 18.4487 Epoch 704/2000 1/1 [==============================] - 0s 1ms/step - loss: 18.3831 Epoch 705/2000 1/1 [==============================] - 0s 1000us/step - loss: 18.3177 Epoch 706/2000 1/1 [==============================] - 0s 2ms/step - loss: 18.2529 Epoch 707/2000 1/1 [==============================] - 0s 1ms/step - loss: 18.1884 Epoch 708/2000 1/1 [==============================] - 0s 2ms/step - loss: 18.1244 Epoch 709/2000 1/1 [==============================] - 0s 2ms/step - loss: 18.0608 Epoch 710/2000 1/1 [==============================] - 0s 1000us/step - loss: 17.9976 Epoch 711/2000 1/1 [==============================] - 0s 1ms/step - loss: 17.9348 Epoch 712/2000 1/1 [==============================] - 0s 998us/step - loss: 17.8724 Epoch 713/2000 1/1 [==============================] - 0s 998us/step - loss: 17.8104 Epoch 714/2000 1/1 [==============================] - 0s 2ms/step - loss: 17.7489 Epoch 715/2000 1/1 [==============================] - 0s 998us/step - loss: 17.6877 Epoch 716/2000 1/1 [==============================] - 0s 1000us/step - loss: 17.6269 Epoch 717/2000 1/1 [==============================] - 0s 998us/step - loss: 17.5665 Epoch 718/2000 1/1 [==============================] - 0s 2ms/step - loss: 17.5065 Epoch 719/2000 1/1 [==============================] - 0s 1ms/step - loss: 17.4469 Epoch 720/2000 1/1 [==============================] - 0s 1ms/step - loss: 17.3877 Epoch 721/2000 1/1 [==============================] - 0s 2ms/step - loss: 17.3289 Epoch 722/2000 1/1 [==============================] - 0s 2ms/step - loss: 17.2704 Epoch 723/2000 1/1 [==============================] - 0s 2ms/step - loss: 17.2123 Epoch 724/2000 1/1 [==============================] - 0s 999us/step - loss: 17.1546 Epoch 725/2000 1/1 [==============================] - 0s 999us/step - loss: 17.0972 Epoch 726/2000 1/1 [==============================] - 0s 1ms/step - loss: 17.0403 Epoch 727/2000 1/1 [==============================] - 0s 1ms/step - loss: 16.9837 Epoch 728/2000 1/1 [==============================] - 0s 2ms/step - loss: 16.9274 Epoch 729/2000 1/1 [==============================] - 0s 1ms/step - loss: 16.8716 Epoch 730/2000 1/1 [==============================] - 0s 2ms/step - loss: 16.8161 Epoch 731/2000 1/1 [==============================] - 0s 999us/step - loss: 16.7609 Epoch 732/2000 1/1 [==============================] - 0s 2ms/step - loss: 16.7061 Epoch 733/2000 1/1 [==============================] - 0s 1ms/step - loss: 16.6517 Epoch 734/2000 1/1 [==============================] - 0s 2ms/step - loss: 16.5976 Epoch 735/2000 1/1 [==============================] - 0s 3ms/step - loss: 16.5439 Epoch 736/2000 1/1 [==============================] - 0s 2ms/step - loss: 16.4905 Epoch 737/2000 1/1 [==============================] - 0s 2ms/step - loss: 16.4375 Epoch 738/2000 1/1 [==============================] - 0s 1ms/step - loss: 16.3848 Epoch 739/2000 1/1 [==============================] - 0s 1ms/step - loss: 16.3325 Epoch 740/2000 1/1 [==============================] - 0s 1ms/step - loss: 16.2805 Epoch 741/2000 1/1 [==============================] - 0s 1ms/step - loss: 16.2288 Epoch 742/2000 1/1 [==============================] - 0s 1ms/step - loss: 16.1775 Epoch 743/2000 1/1 [==============================] - 0s 2ms/step - loss: 16.1264 Epoch 744/2000 1/1 [==============================] - 0s 999us/step - loss: 16.0758 Epoch 745/2000 1/1 [==============================] - 0s 1ms/step - loss: 16.0254 Epoch 746/2000 1/1 [==============================] - 0s 1ms/step - loss: 15.9754 Epoch 747/2000 1/1 [==============================] - 0s 2ms/step - loss: 15.9257 Epoch 748/2000 1/1 [==============================] - 0s 998us/step - loss: 15.8763 Epoch 749/2000 1/1 [==============================] - 0s 1ms/step - loss: 15.8273 Epoch 750/2000 1/1 [==============================] - 0s 2ms/step - loss: 15.7785 Epoch 751/2000 1/1 [==============================] - 0s 999us/step - loss: 15.7301 Epoch 752/2000 1/1 [==============================] - 0s 999us/step - loss: 15.6820 Epoch 753/2000 1/1 [==============================] - 0s 997us/step - loss: 15.6342 Epoch 754/2000 1/1 [==============================] - 0s 998us/step - loss: 15.5867 Epoch 755/2000 1/1 [==============================] - 0s 1ms/step - loss: 15.5395 Epoch 756/2000 1/1 [==============================] - 0s 2ms/step - loss: 15.4927 Epoch 757/2000 1/1 [==============================] - 0s 2ms/step - loss: 15.4461 Epoch 758/2000 1/1 [==============================] - 0s 999us/step - loss: 15.3998 Epoch 759/2000 1/1 [==============================] - 0s 2ms/step - loss: 15.3539 Epoch 760/2000 1/1 [==============================] - 0s 1ms/step - loss: 15.3082 Epoch 761/2000 1/1 [==============================] - 0s 1ms/step - loss: 15.2628 Epoch 762/2000 1/1 [==============================] - 0s 1ms/step - loss: 15.2177 Epoch 763/2000 1/1 [==============================] - 0s 1ms/step - loss: 15.1729 Epoch 764/2000 1/1 [==============================] - 0s 2ms/step - loss: 15.1284 Epoch 765/2000 1/1 [==============================] - 0s 999us/step - loss: 15.0842 Epoch 766/2000 1/1 [==============================] - 0s 2ms/step - loss: 15.0403 Epoch 767/2000 1/1 [==============================] - 0s 1ms/step - loss: 14.9966 Epoch 768/2000 1/1 [==============================] - 0s 1ms/step - loss: 14.9533 Epoch 769/2000 1/1 [==============================] - 0s 2ms/step - loss: 14.9102 Epoch 770/2000 1/1 [==============================] - 0s 1000us/step - loss: 14.8674 Epoch 771/2000 1/1 [==============================] - 0s 2ms/step - loss: 14.8249 Epoch 772/2000 1/1 [==============================] - 0s 1ms/step - loss: 14.7826 Epoch 773/2000 1/1 [==============================] - 0s 2ms/step - loss: 14.7406 Epoch 774/2000 1/1 [==============================] - 0s 1ms/step - loss: 14.6989 Epoch 775/2000 1/1 [==============================] - 0s 1000us/step - loss: 14.6575 Epoch 776/2000 1/1 [==============================] - 0s 1ms/step - loss: 14.6163 Epoch 777/2000 1/1 [==============================] - 0s 1ms/step - loss: 14.5754 Epoch 778/2000 1/1 [==============================] - 0s 2ms/step - loss: 14.5348 Epoch 779/2000 1/1 [==============================] - 0s 2ms/step - loss: 14.4945 Epoch 780/2000 1/1 [==============================] - 0s 1ms/step - loss: 14.4543 Epoch 781/2000 1/1 [==============================] - 0s 1ms/step - loss: 14.4145 Epoch 782/2000 1/1 [==============================] - 0s 1ms/step - loss: 14.3749 Epoch 783/2000 1/1 [==============================] - 0s 2ms/step - loss: 14.3356 Epoch 784/2000 1/1 [==============================] - 0s 1ms/step - loss: 14.2965 Epoch 785/2000 1/1 [==============================] - 0s 2ms/step - loss: 14.2577 Epoch 786/2000 1/1 [==============================] - 0s 2ms/step - loss: 14.2191 Epoch 787/2000 1/1 [==============================] - 0s 1ms/step - loss: 14.1807 Epoch 788/2000 1/1 [==============================] - 0s 1ms/step - loss: 14.1427 Epoch 789/2000 1/1 [==============================] - 0s 2ms/step - loss: 14.1048 Epoch 790/2000 1/1 [==============================] - 0s 1ms/step - loss: 14.0673 Epoch 791/2000 1/1 [==============================] - 0s 2ms/step - loss: 14.0299 Epoch 792/2000 1/1 [==============================] - 0s 999us/step - loss: 13.9928 Epoch 793/2000 1/1 [==============================] - 0s 2ms/step - loss: 13.9559 Epoch 794/2000 1/1 [==============================] - 0s 1ms/step - loss: 13.9193 Epoch 795/2000 1/1 [==============================] - 0s 1000us/step - loss: 13.8829 Epoch 796/2000 1/1 [==============================] - 0s 1ms/step - loss: 13.8468 Epoch 797/2000 1/1 [==============================] - 0s 2ms/step - loss: 13.8109 Epoch 798/2000 1/1 [==============================] - 0s 2ms/step - loss: 13.7752 Epoch 799/2000 1/1 [==============================] - 0s 2ms/step - loss: 13.7397 Epoch 800/2000 1/1 [==============================] - 0s 2ms/step - loss: 13.7045 Epoch 801/2000 1/1 [==============================] - 0s 2ms/step - loss: 13.6695 Epoch 802/2000 1/1 [==============================] - 0s 2ms/step - loss: 13.6347 Epoch 803/2000 1/1 [==============================] - 0s 2ms/step - loss: 13.6002 Epoch 804/2000 1/1 [==============================] - 0s 1ms/step - loss: 13.5659 Epoch 805/2000 1/1 [==============================] - 0s 2ms/step - loss: 13.5318 Epoch 806/2000 1/1 [==============================] - 0s 998us/step - loss: 13.4979 Epoch 807/2000 1/1 [==============================] - 0s 2ms/step - loss: 13.4643 Epoch 808/2000 1/1 [==============================] - 0s 2ms/step - loss: 13.4308 Epoch 809/2000 1/1 [==============================] - 0s 1ms/step - loss: 13.3976 Epoch 810/2000 1/1 [==============================] - 0s 1ms/step - loss: 13.3646 Epoch 811/2000 1/1 [==============================] - 0s 2ms/step - loss: 13.3318 Epoch 812/2000 1/1 [==============================] - 0s 1ms/step - loss: 13.2992 Epoch 813/2000 1/1 [==============================] - 0s 1ms/step - loss: 13.2668 Epoch 814/2000 1/1 [==============================] - 0s 992us/step - loss: 13.2347 Epoch 815/2000 1/1 [==============================] - 0s 2ms/step - loss: 13.2027 Epoch 816/2000 1/1 [==============================] - 0s 1ms/step - loss: 13.1710 Epoch 817/2000 1/1 [==============================] - 0s 1ms/step - loss: 13.1395 Epoch 818/2000 1/1 [==============================] - 0s 999us/step - loss: 13.1081 Epoch 819/2000 1/1 [==============================] - 0s 994us/step - loss: 13.0770 Epoch 820/2000 1/1 [==============================] - 0s 999us/step - loss: 13.0460 Epoch 821/2000 1/1 [==============================] - 0s 2ms/step - loss: 13.0153 Epoch 822/2000 1/1 [==============================] - 0s 1000us/step - loss: 12.9848 Epoch 823/2000 1/1 [==============================] - 0s 1ms/step - loss: 12.9544 Epoch 824/2000 1/1 [==============================] - 0s 999us/step - loss: 12.9243 Epoch 825/2000 1/1 [==============================] - 0s 2ms/step - loss: 12.8944 Epoch 826/2000 1/1 [==============================] - 0s 2ms/step - loss: 12.8646 Epoch 827/2000 1/1 [==============================] - 0s 1000us/step - loss: 12.8351 Epoch 828/2000 1/1 [==============================] - 0s 2ms/step - loss: 12.8057 Epoch 829/2000 1/1 [==============================] - 0s 1ms/step - loss: 12.7765 Epoch 830/2000 1/1 [==============================] - 0s 1ms/step - loss: 12.7475 Epoch 831/2000 1/1 [==============================] - 0s 2ms/step - loss: 12.7187 Epoch 832/2000 1/1 [==============================] - 0s 999us/step - loss: 12.6901 Epoch 833/2000 1/1 [==============================] - 0s 2ms/step - loss: 12.6617 Epoch 834/2000 1/1 [==============================] - 0s 1ms/step - loss: 12.6335 Epoch 835/2000 1/1 [==============================] - 0s 1ms/step - loss: 12.6054 Epoch 836/2000 1/1 [==============================] - 0s 2ms/step - loss: 12.5776 Epoch 837/2000 1/1 [==============================] - 0s 1ms/step - loss: 12.5498 Epoch 838/2000 1/1 [==============================] - 0s 2ms/step - loss: 12.5223 Epoch 839/2000 1/1 [==============================] - 0s 1ms/step - loss: 12.4950 Epoch 840/2000 1/1 [==============================] - 0s 2ms/step - loss: 12.4678 Epoch 841/2000 1/1 [==============================] - 0s 2ms/step - loss: 12.4408 Epoch 842/2000 1/1 [==============================] - 0s 1ms/step - loss: 12.4140 Epoch 843/2000 1/1 [==============================] - 0s 1ms/step - loss: 12.3874 Epoch 844/2000 1/1 [==============================] - 0s 2ms/step - loss: 12.3609 Epoch 845/2000 1/1 [==============================] - 0s 2ms/step - loss: 12.3346 Epoch 846/2000 1/1 [==============================] - 0s 2ms/step - loss: 12.3085 Epoch 847/2000 1/1 [==============================] - 0s 2ms/step - loss: 12.2826 Epoch 848/2000 1/1 [==============================] - 0s 1ms/step - loss: 12.2568 Epoch 849/2000 1/1 [==============================] - 0s 1ms/step - loss: 12.2311 Epoch 850/2000 1/1 [==============================] - 0s 2ms/step - loss: 12.2057 Epoch 851/2000 1/1 [==============================] - 0s 1ms/step - loss: 12.1804 Epoch 852/2000 1/1 [==============================] - 0s 996us/step - loss: 12.1553 Epoch 853/2000 1/1 [==============================] - 0s 997us/step - loss: 12.1303 Epoch 854/2000 1/1 [==============================] - 0s 1ms/step - loss: 12.1055 Epoch 855/2000 1/1 [==============================] - 0s 999us/step - loss: 12.0809 Epoch 856/2000 1/1 [==============================] - 0s 1ms/step - loss: 12.0564 Epoch 857/2000 1/1 [==============================] - 0s 2ms/step - loss: 12.0321 Epoch 858/2000 1/1 [==============================] - 0s 998us/step - loss: 12.0079 Epoch 859/2000 1/1 [==============================] - 0s 2ms/step - loss: 11.9839 Epoch 860/2000 1/1 [==============================] - 0s 998us/step - loss: 11.9600 Epoch 861/2000 1/1 [==============================] - 0s 1ms/step - loss: 11.9363 Epoch 862/2000 1/1 [==============================] - 0s 2ms/step - loss: 11.9128 Epoch 863/2000 1/1 [==============================] - 0s 999us/step - loss: 11.8894 Epoch 864/2000 1/1 [==============================] - 0s 1ms/step - loss: 11.8662 Epoch 865/2000 1/1 [==============================] - 0s 2ms/step - loss: 11.8431 Epoch 866/2000 1/1 [==============================] - 0s 2ms/step - loss: 11.8201 Epoch 867/2000 1/1 [==============================] - 0s 2ms/step - loss: 11.7973 Epoch 868/2000 1/1 [==============================] - 0s 1ms/step - loss: 11.7747 Epoch 869/2000 1/1 [==============================] - 0s 1ms/step - loss: 11.7522 Epoch 870/2000 1/1 [==============================] - 0s 1ms/step - loss: 11.7298 Epoch 871/2000 1/1 [==============================] - 0s 1ms/step - loss: 11.7076 Epoch 872/2000 1/1 [==============================] - 0s 2ms/step - loss: 11.6856 Epoch 873/2000 1/1 [==============================] - 0s 999us/step - loss: 11.6636 Epoch 874/2000 1/1 [==============================] - 0s 1ms/step - loss: 11.6418 Epoch 875/2000 1/1 [==============================] - 0s 1ms/step - loss: 11.6202 Epoch 876/2000 1/1 [==============================] - 0s 1ms/step - loss: 11.5987 Epoch 877/2000 1/1 [==============================] - 0s 2ms/step - loss: 11.5774 Epoch 878/2000 1/1 [==============================] - 0s 1ms/step - loss: 11.5561 Epoch 879/2000 1/1 [==============================] - 0s 1ms/step - loss: 11.5350 Epoch 880/2000 1/1 [==============================] - 0s 2ms/step - loss: 11.5141 Epoch 881/2000 1/1 [==============================] - 0s 1ms/step - loss: 11.4933 Epoch 882/2000 1/1 [==============================] - 0s 2ms/step - loss: 11.4726 Epoch 883/2000 1/1 [==============================] - 0s 999us/step - loss: 11.4521 Epoch 884/2000 1/1 [==============================] - 0s 1000us/step - loss: 11.4317 Epoch 885/2000 1/1 [==============================] - 0s 2ms/step - loss: 11.4114 Epoch 886/2000 1/1 [==============================] - 0s 2ms/step - loss: 11.3913 Epoch 887/2000 1/1 [==============================] - 0s 999us/step - loss: 11.3712 Epoch 888/2000 1/1 [==============================] - 0s 1ms/step - loss: 11.3514 Epoch 889/2000
1/1 [==============================] - 0s 2ms/step - loss: 11.3316 Epoch 890/2000 1/1 [==============================] - 0s 998us/step - loss: 11.3120 Epoch 891/2000 1/1 [==============================] - 0s 1ms/step - loss: 11.2925 Epoch 892/2000 1/1 [==============================] - 0s 1000us/step - loss: 11.2731 Epoch 893/2000 1/1 [==============================] - 0s 2ms/step - loss: 11.2538 Epoch 894/2000 1/1 [==============================] - 0s 1ms/step - loss: 11.2347 Epoch 895/2000 1/1 [==============================] - 0s 998us/step - loss: 11.2157 Epoch 896/2000 1/1 [==============================] - 0s 1ms/step - loss: 11.1968 Epoch 897/2000 1/1 [==============================] - 0s 1ms/step - loss: 11.1781 Epoch 898/2000 1/1 [==============================] - 0s 2ms/step - loss: 11.1594 Epoch 899/2000 1/1 [==============================] - 0s 2ms/step - loss: 11.1409 Epoch 900/2000 1/1 [==============================] - 0s 2ms/step - loss: 11.1225 Epoch 901/2000 1/1 [==============================] - 0s 998us/step - loss: 11.1042 Epoch 902/2000 1/1 [==============================] - 0s 1ms/step - loss: 11.0861 Epoch 903/2000 1/1 [==============================] - 0s 1ms/step - loss: 11.0680 Epoch 904/2000 1/1 [==============================] - 0s 999us/step - loss: 11.0501 Epoch 905/2000 1/1 [==============================] - 0s 1ms/step - loss: 11.0323 Epoch 906/2000 1/1 [==============================] - 0s 998us/step - loss: 11.0146 Epoch 907/2000 1/1 [==============================] - 0s 2ms/step - loss: 10.9970 Epoch 908/2000 1/1 [==============================] - 0s 1000us/step - loss: 10.9796 Epoch 909/2000 1/1 [==============================] - 0s 1000us/step - loss: 10.9622 Epoch 910/2000 1/1 [==============================] - 0s 2ms/step - loss: 10.9450 Epoch 911/2000 1/1 [==============================] - 0s 2ms/step - loss: 10.9279 Epoch 912/2000 1/1 [==============================] - 0s 2ms/step - loss: 10.9109 Epoch 913/2000 1/1 [==============================] - 0s 2ms/step - loss: 10.8939 Epoch 914/2000 1/1 [==============================] - 0s 1000us/step - loss: 10.8771 Epoch 915/2000 1/1 [==============================] - 0s 1ms/step - loss: 10.8605 Epoch 916/2000 1/1 [==============================] - 0s 2ms/step - loss: 10.8439 Epoch 917/2000 1/1 [==============================] - 0s 999us/step - loss: 10.8274 Epoch 918/2000 1/1 [==============================] - 0s 2ms/step - loss: 10.8111 Epoch 919/2000 1/1 [==============================] - 0s 1ms/step - loss: 10.7948 Epoch 920/2000 1/1 [==============================] - 0s 1000us/step - loss: 10.7786 Epoch 921/2000 1/1 [==============================] - 0s 2ms/step - loss: 10.7626 Epoch 922/2000 1/1 [==============================] - 0s 1000us/step - loss: 10.7466 Epoch 923/2000 1/1 [==============================] - 0s 2ms/step - loss: 10.7308 Epoch 924/2000 1/1 [==============================] - 0s 2ms/step - loss: 10.7151 Epoch 925/2000 1/1 [==============================] - 0s 2ms/step - loss: 10.6994 Epoch 926/2000 1/1 [==============================] - 0s 2ms/step - loss: 10.6839 Epoch 927/2000 1/1 [==============================] - 0s 1ms/step - loss: 10.6685 Epoch 928/2000 1/1 [==============================] - 0s 1000us/step - loss: 10.6531 Epoch 929/2000 1/1 [==============================] - 0s 1ms/step - loss: 10.6379 Epoch 930/2000 1/1 [==============================] - 0s 2ms/step - loss: 10.6227 Epoch 931/2000 1/1 [==============================] - 0s 2ms/step - loss: 10.6077 Epoch 932/2000 1/1 [==============================] - 0s 1000us/step - loss: 10.5928 Epoch 933/2000 1/1 [==============================] - 0s 1000us/step - loss: 10.5779 Epoch 934/2000 1/1 [==============================] - 0s 1ms/step - loss: 10.5632 Epoch 935/2000 1/1 [==============================] - 0s 1000us/step - loss: 10.5485 Epoch 936/2000 1/1 [==============================] - 0s 1ms/step - loss: 10.5340 Epoch 937/2000 1/1 [==============================] - 0s 956us/step - loss: 10.5195 Epoch 938/2000 1/1 [==============================] - 0s 1ms/step - loss: 10.5051 Epoch 939/2000 1/1 [==============================] - 0s 2ms/step - loss: 10.4909 Epoch 940/2000 1/1 [==============================] - 0s 2ms/step - loss: 10.4767 Epoch 941/2000 1/1 [==============================] - 0s 1ms/step - loss: 10.4626 Epoch 942/2000 1/1 [==============================] - 0s 1ms/step - loss: 10.4485 Epoch 943/2000 1/1 [==============================] - 0s 2ms/step - loss: 10.4346 Epoch 944/2000 1/1 [==============================] - 0s 2ms/step - loss: 10.4208 Epoch 945/2000 1/1 [==============================] - 0s 999us/step - loss: 10.4071 Epoch 946/2000 1/1 [==============================] - 0s 2ms/step - loss: 10.3935 Epoch 947/2000 1/1 [==============================] - 0s 1ms/step - loss: 10.3799 Epoch 948/2000 1/1 [==============================] - 0s 1ms/step - loss: 10.3664 Epoch 949/2000 1/1 [==============================] - 0s 2ms/step - loss: 10.3531 Epoch 950/2000 1/1 [==============================] - 0s 2ms/step - loss: 10.3398 Epoch 951/2000 1/1 [==============================] - 0s 2ms/step - loss: 10.3266 Epoch 952/2000 1/1 [==============================] - 0s 1ms/step - loss: 10.3134 Epoch 953/2000 1/1 [==============================] - 0s 1ms/step - loss: 10.3004 Epoch 954/2000 1/1 [==============================] - 0s 1000us/step - loss: 10.2874 Epoch 955/2000 1/1 [==============================] - 0s 1ms/step - loss: 10.2746 Epoch 956/2000 1/1 [==============================] - 0s 2ms/step - loss: 10.2618 Epoch 957/2000 1/1 [==============================] - 0s 2ms/step - loss: 10.2491 Epoch 958/2000 1/1 [==============================] - 0s 1ms/step - loss: 10.2365 Epoch 959/2000 1/1 [==============================] - 0s 1ms/step - loss: 10.2239 Epoch 960/2000 1/1 [==============================] - 0s 1ms/step - loss: 10.2115 Epoch 961/2000 1/1 [==============================] - 0s 1ms/step - loss: 10.1991 Epoch 962/2000 1/1 [==============================] - 0s 1000us/step - loss: 10.1868 Epoch 963/2000 1/1 [==============================] - 0s 1000us/step - loss: 10.1746 Epoch 964/2000 1/1 [==============================] - 0s 1ms/step - loss: 10.1624 Epoch 965/2000 1/1 [==============================] - 0s 2ms/step - loss: 10.1504 Epoch 966/2000 1/1 [==============================] - 0s 2ms/step - loss: 10.1384 Epoch 967/2000 1/1 [==============================] - 0s 1ms/step - loss: 10.1265 Epoch 968/2000 1/1 [==============================] - 0s 2ms/step - loss: 10.1147 Epoch 969/2000 1/1 [==============================] - 0s 992us/step - loss: 10.1029 Epoch 970/2000 1/1 [==============================] - 0s 1000us/step - loss: 10.0912 Epoch 971/2000 1/1 [==============================] - 0s 1ms/step - loss: 10.0796 Epoch 972/2000 1/1 [==============================] - 0s 1000us/step - loss: 10.0681 Epoch 973/2000 1/1 [==============================] - 0s 1ms/step - loss: 10.0567 Epoch 974/2000 1/1 [==============================] - 0s 2ms/step - loss: 10.0453 Epoch 975/2000 1/1 [==============================] - 0s 1ms/step - loss: 10.0340 Epoch 976/2000 1/1 [==============================] - 0s 2ms/step - loss: 10.0228 Epoch 977/2000 1/1 [==============================] - 0s 2ms/step - loss: 10.0116 Epoch 978/2000 1/1 [==============================] - 0s 2ms/step - loss: 10.0005 Epoch 979/2000 1/1 [==============================] - 0s 1ms/step - loss: 9.9895 Epoch 980/2000 1/1 [==============================] - 0s 999us/step - loss: 9.9786 Epoch 981/2000 1/1 [==============================] - 0s 1ms/step - loss: 9.9677 Epoch 982/2000 1/1 [==============================] - 0s 1ms/step - loss: 9.9569 Epoch 983/2000 1/1 [==============================] - 0s 999us/step - loss: 9.9462 Epoch 984/2000 1/1 [==============================] - 0s 1ms/step - loss: 9.9355 Epoch 985/2000 1/1 [==============================] - 0s 1ms/step - loss: 9.9249 Epoch 986/2000 1/1 [==============================] - 0s 999us/step - loss: 9.9144 Epoch 987/2000 1/1 [==============================] - 0s 1000us/step - loss: 9.9039 Epoch 988/2000 1/1 [==============================] - 0s 999us/step - loss: 9.8936 Epoch 989/2000 1/1 [==============================] - 0s 1ms/step - loss: 9.8833 Epoch 990/2000 1/1 [==============================] - 0s 999us/step - loss: 9.8730 Epoch 991/2000 1/1 [==============================] - 0s 2ms/step - loss: 9.8628 Epoch 992/2000 1/1 [==============================] - 0s 1ms/step - loss: 9.8527 Epoch 993/2000 1/1 [==============================] - 0s 1ms/step - loss: 9.8427 Epoch 994/2000 1/1 [==============================] - 0s 1ms/step - loss: 9.8327 Epoch 995/2000 1/1 [==============================] - 0s 998us/step - loss: 9.8227 Epoch 996/2000 1/1 [==============================] - 0s 2ms/step - loss: 9.8129 Epoch 997/2000 1/1 [==============================] - 0s 998us/step - loss: 9.8031 Epoch 998/2000 1/1 [==============================] - 0s 1ms/step - loss: 9.7933 Epoch 999/2000 1/1 [==============================] - 0s 2ms/step - loss: 9.7837 Epoch 1000/2000 1/1 [==============================] - 0s 2ms/step - loss: 9.7741 Epoch 1001/2000 1/1 [==============================] - 0s 1ms/step - loss: 9.7645 Epoch 1002/2000 1/1 [==============================] - 0s 2ms/step - loss: 9.7550 Epoch 1003/2000 1/1 [==============================] - 0s 2ms/step - loss: 9.7456 Epoch 1004/2000 1/1 [==============================] - 0s 1ms/step - loss: 9.7363 Epoch 1005/2000 1/1 [==============================] - 0s 998us/step - loss: 9.7270 Epoch 1006/2000 1/1 [==============================] - 0s 1ms/step - loss: 9.7177 Epoch 1007/2000 1/1 [==============================] - 0s 1ms/step - loss: 9.7085 Epoch 1008/2000 1/1 [==============================] - 0s 2ms/step - loss: 9.6994 Epoch 1009/2000 1/1 [==============================] - 0s 2ms/step - loss: 9.6904 Epoch 1010/2000 1/1 [==============================] - 0s 998us/step - loss: 9.6813 Epoch 1011/2000 1/1 [==============================] - 0s 1ms/step - loss: 9.6724 Epoch 1012/2000 1/1 [==============================] - 0s 1ms/step - loss: 9.6635 Epoch 1013/2000 1/1 [==============================] - 0s 1ms/step - loss: 9.6547 Epoch 1014/2000 1/1 [==============================] - 0s 1ms/step - loss: 9.6459 Epoch 1015/2000 1/1 [==============================] - 0s 2ms/step - loss: 9.6372 Epoch 1016/2000 1/1 [==============================] - 0s 2ms/step - loss: 9.6285 Epoch 1017/2000 1/1 [==============================] - 0s 2ms/step - loss: 9.6199 Epoch 1018/2000 1/1 [==============================] - 0s 3ms/step - loss: 9.6114 Epoch 1019/2000 1/1 [==============================] - 0s 2ms/step - loss: 9.6029 Epoch 1020/2000 1/1 [==============================] - 0s 2ms/step - loss: 9.5944 Epoch 1021/2000 1/1 [==============================] - 0s 1ms/step - loss: 9.5861 Epoch 1022/2000 1/1 [==============================] - 0s 2ms/step - loss: 9.5777 Epoch 1023/2000 1/1 [==============================] - 0s 1ms/step - loss: 9.5695 Epoch 1024/2000 1/1 [==============================] - 0s 1ms/step - loss: 9.5612 Epoch 1025/2000 1/1 [==============================] - 0s 1ms/step - loss: 9.5531 Epoch 1026/2000 1/1 [==============================] - 0s 1ms/step - loss: 9.5450 Epoch 1027/2000 1/1 [==============================] - 0s 1ms/step - loss: 9.5369 Epoch 1028/2000 1/1 [==============================] - 0s 2ms/step - loss: 9.5289 Epoch 1029/2000 1/1 [==============================] - 0s 999us/step - loss: 9.5209 Epoch 1030/2000 1/1 [==============================] - 0s 998us/step - loss: 9.5130 Epoch 1031/2000 1/1 [==============================] - 0s 1ms/step - loss: 9.5052 Epoch 1032/2000 1/1 [==============================] - 0s 1ms/step - loss: 9.4974 Epoch 1033/2000 1/1 [==============================] - 0s 1ms/step - loss: 9.4896 Epoch 1034/2000 1/1 [==============================] - 0s 1ms/step - loss: 9.4819 Epoch 1035/2000 1/1 [==============================] - 0s 3ms/step - loss: 9.4743 Epoch 1036/2000 1/1 [==============================] - 0s 1000us/step - loss: 9.4667 Epoch 1037/2000 1/1 [==============================] - 0s 2ms/step - loss: 9.4591 Epoch 1038/2000 1/1 [==============================] - 0s 1ms/step - loss: 9.4516 Epoch 1039/2000 1/1 [==============================] - 0s 1ms/step - loss: 9.4442 Epoch 1040/2000 1/1 [==============================] - 0s 1ms/step - loss: 9.4367 Epoch 1041/2000 1/1 [==============================] - 0s 2ms/step - loss: 9.4294 Epoch 1042/2000 1/1 [==============================] - 0s 2ms/step - loss: 9.4221 Epoch 1043/2000 1/1 [==============================] - 0s 2ms/step - loss: 9.4148 Epoch 1044/2000 1/1 [==============================] - 0s 1ms/step - loss: 9.4076 Epoch 1045/2000 1/1 [==============================] - 0s 1ms/step - loss: 9.4004 Epoch 1046/2000 1/1 [==============================] - 0s 999us/step - loss: 9.3933 Epoch 1047/2000 1/1 [==============================] - 0s 1ms/step - loss: 9.3862 Epoch 1048/2000 1/1 [==============================] - 0s 2ms/step - loss: 9.3792 Epoch 1049/2000 1/1 [==============================] - 0s 2ms/step - loss: 9.3722 Epoch 1050/2000 1/1 [==============================] - 0s 2ms/step - loss: 9.3652 Epoch 1051/2000 1/1 [==============================] - 0s 2ms/step - loss: 9.3583 Epoch 1052/2000 1/1 [==============================] - 0s 1ms/step - loss: 9.3515 Epoch 1053/2000 1/1 [==============================] - 0s 1000us/step - loss: 9.3447 Epoch 1054/2000 1/1 [==============================] - 0s 1ms/step - loss: 9.3379 Epoch 1055/2000 1/1 [==============================] - 0s 1ms/step - loss: 9.3312 Epoch 1056/2000 1/1 [==============================] - 0s 1000us/step - loss: 9.3245 Epoch 1057/2000 1/1 [==============================] - 0s 2ms/step - loss: 9.3179 Epoch 1058/2000 1/1 [==============================] - 0s 1000us/step - loss: 9.3113 Epoch 1059/2000 1/1 [==============================] - 0s 2ms/step - loss: 9.3047 Epoch 1060/2000 1/1 [==============================] - 0s 1ms/step - loss: 9.2982 Epoch 1061/2000 1/1 [==============================] - 0s 2ms/step - loss: 9.2918 Epoch 1062/2000 1/1 [==============================] - 0s 1ms/step - loss: 9.2854 Epoch 1063/2000 1/1 [==============================] - 0s 997us/step - loss: 9.2790 Epoch 1064/2000 1/1 [==============================] - 0s 1ms/step - loss: 9.2726 Epoch 1065/2000 1/1 [==============================] - 0s 1ms/step - loss: 9.2663 Epoch 1066/2000 1/1 [==============================] - 0s 1ms/step - loss: 9.2601 Epoch 1067/2000 1/1 [==============================] - 0s 1ms/step - loss: 9.2539 Epoch 1068/2000 1/1 [==============================] - 0s 1000us/step - loss: 9.2477 Epoch 1069/2000 1/1 [==============================] - 0s 2ms/step - loss: 9.2416 Epoch 1070/2000 1/1 [==============================] - 0s 1ms/step - loss: 9.2355 Epoch 1071/2000 1/1 [==============================] - 0s 2ms/step - loss: 9.2294 Epoch 1072/2000 1/1 [==============================] - 0s 2ms/step - loss: 9.2234 Epoch 1073/2000 1/1 [==============================] - 0s 999us/step - loss: 9.2174 Epoch 1074/2000 1/1 [==============================] - 0s 1ms/step - loss: 9.2115 Epoch 1075/2000 1/1 [==============================] - 0s 1ms/step - loss: 9.2056 Epoch 1076/2000 1/1 [==============================] - 0s 999us/step - loss: 9.1997 Epoch 1077/2000 1/1 [==============================] - 0s 2ms/step - loss: 9.1939 Epoch 1078/2000 1/1 [==============================] - 0s 998us/step - loss: 9.1881 Epoch 1079/2000 1/1 [==============================] - 0s 1ms/step - loss: 9.1823 Epoch 1080/2000 1/1 [==============================] - 0s 2ms/step - loss: 9.1766 Epoch 1081/2000 1/1 [==============================] - 0s 2ms/step - loss: 9.1709 Epoch 1082/2000 1/1 [==============================] - 0s 1ms/step - loss: 9.1653 Epoch 1083/2000 1/1 [==============================] - 0s 2ms/step - loss: 9.1597 Epoch 1084/2000 1/1 [==============================] - 0s 1000us/step - loss: 9.1541 Epoch 1085/2000 1/1 [==============================] - 0s 1ms/step - loss: 9.1486 Epoch 1086/2000 1/1 [==============================] - 0s 2ms/step - loss: 9.1431 Epoch 1087/2000
1/1 [==============================] - 0s 1ms/step - loss: 9.1377 Epoch 1088/2000 1/1 [==============================] - 0s 1ms/step - loss: 9.1322 Epoch 1089/2000 1/1 [==============================] - 0s 1ms/step - loss: 9.1268 Epoch 1090/2000 1/1 [==============================] - 0s 2ms/step - loss: 9.1215 Epoch 1091/2000 1/1 [==============================] - 0s 999us/step - loss: 9.1162 Epoch 1092/2000 1/1 [==============================] - 0s 2ms/step - loss: 9.1109 Epoch 1093/2000 1/1 [==============================] - 0s 1ms/step - loss: 9.1056 Epoch 1094/2000 1/1 [==============================] - 0s 999us/step - loss: 9.1004 Epoch 1095/2000 1/1 [==============================] - 0s 1ms/step - loss: 9.0952 Epoch 1096/2000 1/1 [==============================] - 0s 1ms/step - loss: 9.0901 Epoch 1097/2000 1/1 [==============================] - 0s 2ms/step - loss: 9.0850 Epoch 1098/2000 1/1 [==============================] - 0s 2ms/step - loss: 9.0799 Epoch 1099/2000 1/1 [==============================] - 0s 1ms/step - loss: 9.0749 Epoch 1100/2000 1/1 [==============================] - 0s 1ms/step - loss: 9.0698 Epoch 1101/2000 1/1 [==============================] - 0s 999us/step - loss: 9.0649 Epoch 1102/2000 1/1 [==============================] - 0s 1ms/step - loss: 9.0599 Epoch 1103/2000 1/1 [==============================] - 0s 1ms/step - loss: 9.0550 Epoch 1104/2000 1/1 [==============================] - 0s 1ms/step - loss: 9.0501 Epoch 1105/2000 1/1 [==============================] - 0s 2ms/step - loss: 9.0452 Epoch 1106/2000 1/1 [==============================] - 0s 1ms/step - loss: 9.0404 Epoch 1107/2000 1/1 [==============================] - 0s 2ms/step - loss: 9.0356 Epoch 1108/2000 1/1 [==============================] - 0s 1ms/step - loss: 9.0308 Epoch 1109/2000 1/1 [==============================] - 0s 1ms/step - loss: 9.0261 Epoch 1110/2000 1/1 [==============================] - 0s 1ms/step - loss: 9.0214 Epoch 1111/2000 1/1 [==============================] - 0s 2ms/step - loss: 9.0167 Epoch 1112/2000 1/1 [==============================] - 0s 999us/step - loss: 9.0121 Epoch 1113/2000 1/1 [==============================] - 0s 2ms/step - loss: 9.0075 Epoch 1114/2000 1/1 [==============================] - 0s 1ms/step - loss: 9.0029 Epoch 1115/2000 1/1 [==============================] - 0s 1000us/step - loss: 8.9984 Epoch 1116/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.9938 Epoch 1117/2000 1/1 [==============================] - 0s 1000us/step - loss: 8.9893 Epoch 1118/2000 1/1 [==============================] - 0s 2ms/step - loss: 8.9849 Epoch 1119/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.9804 Epoch 1120/2000 1/1 [==============================] - 0s 997us/step - loss: 8.9760 Epoch 1121/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.9717 Epoch 1122/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.9673 Epoch 1123/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.9630 Epoch 1124/2000 1/1 [==============================] - 0s 2ms/step - loss: 8.9587 Epoch 1125/2000 1/1 [==============================] - 0s 2ms/step - loss: 8.9544 Epoch 1126/2000 1/1 [==============================] - 0s 998us/step - loss: 8.9502 Epoch 1127/2000 1/1 [==============================] - 0s 2ms/step - loss: 8.9460 Epoch 1128/2000 1/1 [==============================] - 0s 1000us/step - loss: 8.9418 Epoch 1129/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.9377 Epoch 1130/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.9335 Epoch 1131/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.9294 Epoch 1132/2000 1/1 [==============================] - 0s 2ms/step - loss: 8.9253 Epoch 1133/2000 1/1 [==============================] - 0s 2ms/step - loss: 8.9213 Epoch 1134/2000 1/1 [==============================] - 0s 999us/step - loss: 8.9173 Epoch 1135/2000 1/1 [==============================] - 0s 2ms/step - loss: 8.9133 Epoch 1136/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.9093 Epoch 1137/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.9053 Epoch 1138/2000 1/1 [==============================] - 0s 1000us/step - loss: 8.9014 Epoch 1139/2000 1/1 [==============================] - 0s 2ms/step - loss: 8.8976 Epoch 1140/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.8937 Epoch 1141/2000 1/1 [==============================] - 0s 999us/step - loss: 8.8898 Epoch 1142/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.8860 Epoch 1143/2000 1/1 [==============================] - 0s 2ms/step - loss: 8.8822 Epoch 1144/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.8785 Epoch 1145/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.8747 Epoch 1146/2000 1/1 [==============================] - 0s 2ms/step - loss: 8.8710 Epoch 1147/2000 1/1 [==============================] - 0s 999us/step - loss: 8.8673 Epoch 1148/2000 1/1 [==============================] - 0s 2ms/step - loss: 8.8636 Epoch 1149/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.8600 Epoch 1150/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.8563 Epoch 1151/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.8527 Epoch 1152/2000 1/1 [==============================] - 0s 2ms/step - loss: 8.8491 Epoch 1153/2000 1/1 [==============================] - 0s 2ms/step - loss: 8.8456 Epoch 1154/2000 1/1 [==============================] - 0s 2ms/step - loss: 8.8421 Epoch 1155/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.8385 Epoch 1156/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.8351 Epoch 1157/2000 1/1 [==============================] - 0s 999us/step - loss: 8.8316 Epoch 1158/2000 1/1 [==============================] - 0s 2ms/step - loss: 8.8282 Epoch 1159/2000 1/1 [==============================] - 0s 2ms/step - loss: 8.8247 Epoch 1160/2000 1/1 [==============================] - 0s 2ms/step - loss: 8.8213 Epoch 1161/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.8180 Epoch 1162/2000 1/1 [==============================] - 0s 1000us/step - loss: 8.8146 Epoch 1163/2000 1/1 [==============================] - 0s 2ms/step - loss: 8.8113 Epoch 1164/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.8080 Epoch 1165/2000 1/1 [==============================] - 0s 2ms/step - loss: 8.8047 Epoch 1166/2000 1/1 [==============================] - 0s 1000us/step - loss: 8.8014 Epoch 1167/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.7982 Epoch 1168/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.7949 Epoch 1169/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.7917 Epoch 1170/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.7885 Epoch 1171/2000 1/1 [==============================] - 0s 2ms/step - loss: 8.7854 Epoch 1172/2000 1/1 [==============================] - 0s 2ms/step - loss: 8.7822 Epoch 1173/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.7791 Epoch 1174/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.7760 Epoch 1175/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.7729 Epoch 1176/2000 1/1 [==============================] - 0s 2ms/step - loss: 8.7699 Epoch 1177/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.7668 Epoch 1178/2000 1/1 [==============================] - 0s 2ms/step - loss: 8.7638 Epoch 1179/2000 1/1 [==============================] - 0s 999us/step - loss: 8.7608 Epoch 1180/2000 1/1 [==============================] - 0s 989us/step - loss: 8.7578 Epoch 1181/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.7549 Epoch 1182/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.7519 Epoch 1183/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.7490 Epoch 1184/2000 1/1 [==============================] - 0s 998us/step - loss: 8.7461 Epoch 1185/2000 1/1 [==============================] - 0s 2ms/step - loss: 8.7432 Epoch 1186/2000 1/1 [==============================] - 0s 998us/step - loss: 8.7403 Epoch 1187/2000 1/1 [==============================] - 0s 2ms/step - loss: 8.7375 Epoch 1188/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.7346 Epoch 1189/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.7318 Epoch 1190/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.7290 Epoch 1191/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.7262 Epoch 1192/2000 1/1 [==============================] - 0s 2ms/step - loss: 8.7235 Epoch 1193/2000 1/1 [==============================] - 0s 1000us/step - loss: 8.7207 Epoch 1194/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.7180 Epoch 1195/2000 1/1 [==============================] - 0s 999us/step - loss: 8.7153 Epoch 1196/2000 1/1 [==============================] - 0s 999us/step - loss: 8.7126 Epoch 1197/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.7100 Epoch 1198/2000 1/1 [==============================] - 0s 1000us/step - loss: 8.7073 Epoch 1199/2000 1/1 [==============================] - 0s 2ms/step - loss: 8.7047 Epoch 1200/2000 1/1 [==============================] - 0s 999us/step - loss: 8.7020 Epoch 1201/2000 1/1 [==============================] - 0s 999us/step - loss: 8.6994 Epoch 1202/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.6968 Epoch 1203/2000 1/1 [==============================] - 0s 999us/step - loss: 8.6943 Epoch 1204/2000 1/1 [==============================] - 0s 2ms/step - loss: 8.6917 Epoch 1205/2000 1/1 [==============================] - 0s 999us/step - loss: 8.6892 Epoch 1206/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.6867 Epoch 1207/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.6842 Epoch 1208/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.6817 Epoch 1209/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.6792 Epoch 1210/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.6767 Epoch 1211/2000 1/1 [==============================] - 0s 2ms/step - loss: 8.6743 Epoch 1212/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.6719 Epoch 1213/2000 1/1 [==============================] - 0s 2ms/step - loss: 8.6695 Epoch 1214/2000 1/1 [==============================] - 0s 2ms/step - loss: 8.6671 Epoch 1215/2000 1/1 [==============================] - 0s 1000us/step - loss: 8.6647 Epoch 1216/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.6624 Epoch 1217/2000 1/1 [==============================] - 0s 2ms/step - loss: 8.6600 Epoch 1218/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.6577 Epoch 1219/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.6553 Epoch 1220/2000 1/1 [==============================] - 0s 2ms/step - loss: 8.6530 Epoch 1221/2000 1/1 [==============================] - 0s 2ms/step - loss: 8.6508 Epoch 1222/2000 1/1 [==============================] - 0s 999us/step - loss: 8.6485 Epoch 1223/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.6462 Epoch 1224/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.6440 Epoch 1225/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.6418 Epoch 1226/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.6396 Epoch 1227/2000 1/1 [==============================] - 0s 2ms/step - loss: 8.6373 Epoch 1228/2000 1/1 [==============================] - 0s 999us/step - loss: 8.6352 Epoch 1229/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.6330 Epoch 1230/2000 1/1 [==============================] - 0s 2ms/step - loss: 8.6308 Epoch 1231/2000 1/1 [==============================] - 0s 1000us/step - loss: 8.6287 Epoch 1232/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.6266 Epoch 1233/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.6244 Epoch 1234/2000 1/1 [==============================] - 0s 2ms/step - loss: 8.6224 Epoch 1235/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.6203 Epoch 1236/2000 1/1 [==============================] - 0s 2ms/step - loss: 8.6182 Epoch 1237/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.6161 Epoch 1238/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.6141 Epoch 1239/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.6120 Epoch 1240/2000 1/1 [==============================] - 0s 2ms/step - loss: 8.6100 Epoch 1241/2000 1/1 [==============================] - 0s 998us/step - loss: 8.6080 Epoch 1242/2000 1/1 [==============================] - 0s 1000us/step - loss: 8.6060 Epoch 1243/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.6040 Epoch 1244/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.6021 Epoch 1245/2000 1/1 [==============================] - 0s 999us/step - loss: 8.6001 Epoch 1246/2000 1/1 [==============================] - 0s 2ms/step - loss: 8.5982 Epoch 1247/2000 1/1 [==============================] - 0s 999us/step - loss: 8.5962 Epoch 1248/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.5943 Epoch 1249/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.5924 Epoch 1250/2000 1/1 [==============================] - 0s 2ms/step - loss: 8.5905 Epoch 1251/2000 1/1 [==============================] - 0s 2ms/step - loss: 8.5886 Epoch 1252/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.5868 Epoch 1253/2000 1/1 [==============================] - 0s 999us/step - loss: 8.5849 Epoch 1254/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.5831 Epoch 1255/2000 1/1 [==============================] - 0s 999us/step - loss: 8.5812 Epoch 1256/2000 1/1 [==============================] - 0s 2ms/step - loss: 8.5794 Epoch 1257/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.5776 Epoch 1258/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.5758 Epoch 1259/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.5740 Epoch 1260/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.5723 Epoch 1261/2000 1/1 [==============================] - 0s 2ms/step - loss: 8.5705 Epoch 1262/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.5687 Epoch 1263/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.5670 Epoch 1264/2000 1/1 [==============================] - 0s 2ms/step - loss: 8.5653 Epoch 1265/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.5636 Epoch 1266/2000 1/1 [==============================] - 0s 2ms/step - loss: 8.5619 Epoch 1267/2000 1/1 [==============================] - 0s 2ms/step - loss: 8.5602 Epoch 1268/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.5585 Epoch 1269/2000 1/1 [==============================] - 0s 2ms/step - loss: 8.5568 Epoch 1270/2000 1/1 [==============================] - 0s 1000us/step - loss: 8.5551 Epoch 1271/2000 1/1 [==============================] - 0s 2ms/step - loss: 8.5535 Epoch 1272/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.5518 Epoch 1273/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.5502 Epoch 1274/2000 1/1 [==============================] - 0s 1000us/step - loss: 8.5486 Epoch 1275/2000 1/1 [==============================] - 0s 999us/step - loss: 8.5470 Epoch 1276/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.5454 Epoch 1277/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.5438 Epoch 1278/2000 1/1 [==============================] - 0s 998us/step - loss: 8.5422 Epoch 1279/2000 1/1 [==============================] - 0s 2ms/step - loss: 8.5406 Epoch 1280/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.5391 Epoch 1281/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.5375 Epoch 1282/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.5360 Epoch 1283/2000 1/1 [==============================] - 0s 2ms/step - loss: 8.5345 Epoch 1284/2000 1/1 [==============================] - 0s 999us/step - loss: 8.5330 Epoch 1285/2000
1/1 [==============================] - 0s 1000us/step - loss: 8.5314 Epoch 1286/2000 1/1 [==============================] - 0s 999us/step - loss: 8.5299 Epoch 1287/2000 1/1 [==============================] - 0s 2ms/step - loss: 8.5285 Epoch 1288/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.5270 Epoch 1289/2000 1/1 [==============================] - 0s 2ms/step - loss: 8.5255 Epoch 1290/2000 1/1 [==============================] - 0s 995us/step - loss: 8.5240 Epoch 1291/2000 1/1 [==============================] - 0s 1000us/step - loss: 8.5226 Epoch 1292/2000 1/1 [==============================] - 0s 2ms/step - loss: 8.5212 Epoch 1293/2000 1/1 [==============================] - 0s 1000us/step - loss: 8.5197 Epoch 1294/2000 1/1 [==============================] - 0s 1000us/step - loss: 8.5183 Epoch 1295/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.5169 Epoch 1296/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.5155 Epoch 1297/2000 1/1 [==============================] - 0s 2ms/step - loss: 8.5141 Epoch 1298/2000 1/1 [==============================] - 0s 2ms/step - loss: 8.5127 Epoch 1299/2000 1/1 [==============================] - 0s 2ms/step - loss: 8.5113 Epoch 1300/2000 1/1 [==============================] - 0s 2ms/step - loss: 8.5099 Epoch 1301/2000 1/1 [==============================] - 0s 999us/step - loss: 8.5086 Epoch 1302/2000 1/1 [==============================] - 0s 998us/step - loss: 8.5072 Epoch 1303/2000 1/1 [==============================] - 0s 2ms/step - loss: 8.5059 Epoch 1304/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.5046 Epoch 1305/2000 1/1 [==============================] - 0s 2ms/step - loss: 8.5032 Epoch 1306/2000 1/1 [==============================] - 0s 2ms/step - loss: 8.5019 Epoch 1307/2000 1/1 [==============================] - 0s 2ms/step - loss: 8.5006 Epoch 1308/2000 1/1 [==============================] - 0s 1000us/step - loss: 8.4993 Epoch 1309/2000 1/1 [==============================] - 0s 2ms/step - loss: 8.4980 Epoch 1310/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.4968 Epoch 1311/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.4955 Epoch 1312/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.4942 Epoch 1313/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.4929 Epoch 1314/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.4917 Epoch 1315/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.4905 Epoch 1316/2000 1/1 [==============================] - 0s 998us/step - loss: 8.4892 Epoch 1317/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.4880 Epoch 1318/2000 1/1 [==============================] - 0s 2ms/step - loss: 8.4868 Epoch 1319/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.4856 Epoch 1320/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.4844 Epoch 1321/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.4832 Epoch 1322/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.4820 Epoch 1323/2000 1/1 [==============================] - 0s 2ms/step - loss: 8.4808 Epoch 1324/2000 1/1 [==============================] - 0s 2ms/step - loss: 8.4797 Epoch 1325/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.4785 Epoch 1326/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.4773 Epoch 1327/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.4762 Epoch 1328/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.4750 Epoch 1329/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.4739 Epoch 1330/2000 1/1 [==============================] - 0s 2ms/step - loss: 8.4728 Epoch 1331/2000 1/1 [==============================] - 0s 2ms/step - loss: 8.4717 Epoch 1332/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.4706 Epoch 1333/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.4694 Epoch 1334/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.4684 Epoch 1335/2000 1/1 [==============================] - 0s 1000us/step - loss: 8.4673 Epoch 1336/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.4662 Epoch 1337/2000 1/1 [==============================] - 0s 2ms/step - loss: 8.4651 Epoch 1338/2000 1/1 [==============================] - 0s 2ms/step - loss: 8.4640 Epoch 1339/2000 1/1 [==============================] - 0s 2ms/step - loss: 8.4630 Epoch 1340/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.4619 Epoch 1341/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.4609 Epoch 1342/2000 1/1 [==============================] - 0s 999us/step - loss: 8.4598 Epoch 1343/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.4588 Epoch 1344/2000 1/1 [==============================] - 0s 2ms/step - loss: 8.4578 Epoch 1345/2000 1/1 [==============================] - 0s 999us/step - loss: 8.4567 Epoch 1346/2000 1/1 [==============================] - 0s 2ms/step - loss: 8.4557 Epoch 1347/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.4547 Epoch 1348/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.4537 Epoch 1349/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.4527 Epoch 1350/2000 1/1 [==============================] - 0s 998us/step - loss: 8.4517 Epoch 1351/2000 1/1 [==============================] - 0s 999us/step - loss: 8.4507 Epoch 1352/2000 1/1 [==============================] - 0s 999us/step - loss: 8.4498 Epoch 1353/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.4488 Epoch 1354/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.4478 Epoch 1355/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.4469 Epoch 1356/2000 1/1 [==============================] - 0s 1000us/step - loss: 8.4459 Epoch 1357/2000 1/1 [==============================] - 0s 2ms/step - loss: 8.4450 Epoch 1358/2000 1/1 [==============================] - 0s 1000us/step - loss: 8.4440 Epoch 1359/2000 1/1 [==============================] - 0s 2ms/step - loss: 8.4431 Epoch 1360/2000 1/1 [==============================] - 0s 999us/step - loss: 8.4422 Epoch 1361/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.4413 Epoch 1362/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.4403 Epoch 1363/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.4395 Epoch 1364/2000 1/1 [==============================] - 0s 2ms/step - loss: 8.4385 Epoch 1365/2000 1/1 [==============================] - 0s 2ms/step - loss: 8.4376 Epoch 1366/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.4368 Epoch 1367/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.4359 Epoch 1368/2000 1/1 [==============================] - 0s 1000us/step - loss: 8.4350 Epoch 1369/2000 1/1 [==============================] - 0s 2ms/step - loss: 8.4341 Epoch 1370/2000 1/1 [==============================] - 0s 999us/step - loss: 8.4333 Epoch 1371/2000 1/1 [==============================] - 0s 2ms/step - loss: 8.4324 Epoch 1372/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.4315 Epoch 1373/2000 1/1 [==============================] - 0s 1000us/step - loss: 8.4307 Epoch 1374/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.4298 Epoch 1375/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.4290 Epoch 1376/2000 1/1 [==============================] - 0s 1000us/step - loss: 8.4282 Epoch 1377/2000 1/1 [==============================] - 0s 2ms/step - loss: 8.4273 Epoch 1378/2000 1/1 [==============================] - 0s 2ms/step - loss: 8.4265 Epoch 1379/2000 1/1 [==============================] - 0s 2ms/step - loss: 8.4257 Epoch 1380/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.4249 Epoch 1381/2000 1/1 [==============================] - 0s 2ms/step - loss: 8.4240 Epoch 1382/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.4232 Epoch 1383/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.4225 Epoch 1384/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.4217 Epoch 1385/2000 1/1 [==============================] - 0s 2ms/step - loss: 8.4209 Epoch 1386/2000 1/1 [==============================] - 0s 999us/step - loss: 8.4201 Epoch 1387/2000 1/1 [==============================] - 0s 2ms/step - loss: 8.4193 Epoch 1388/2000 1/1 [==============================] - 0s 2ms/step - loss: 8.4185 Epoch 1389/2000 1/1 [==============================] - 0s 997us/step - loss: 8.4178 Epoch 1390/2000 1/1 [==============================] - 0s 998us/step - loss: 8.4170 Epoch 1391/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.4162 Epoch 1392/2000 1/1 [==============================] - 0s 998us/step - loss: 8.4155 Epoch 1393/2000 1/1 [==============================] - 0s 999us/step - loss: 8.4148 Epoch 1394/2000 1/1 [==============================] - 0s 2ms/step - loss: 8.4140 Epoch 1395/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.4133 Epoch 1396/2000 1/1 [==============================] - 0s 1000us/step - loss: 8.4125 Epoch 1397/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.4118 Epoch 1398/2000 1/1 [==============================] - 0s 997us/step - loss: 8.4111 Epoch 1399/2000 1/1 [==============================] - 0s 2ms/step - loss: 8.4104 Epoch 1400/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.4097 Epoch 1401/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.4089 Epoch 1402/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.4082 Epoch 1403/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.4075 Epoch 1404/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.4068 Epoch 1405/2000 1/1 [==============================] - 0s 999us/step - loss: 8.4061 Epoch 1406/2000 1/1 [==============================] - 0s 1000us/step - loss: 8.4055 Epoch 1407/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.4048 Epoch 1408/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.4041 Epoch 1409/2000 1/1 [==============================] - 0s 999us/step - loss: 8.4034 Epoch 1410/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.4028 Epoch 1411/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.4021 Epoch 1412/2000 1/1 [==============================] - 0s 2ms/step - loss: 8.4014 Epoch 1413/2000 1/1 [==============================] - 0s 2ms/step - loss: 8.4008 Epoch 1414/2000 1/1 [==============================] - 0s 1000us/step - loss: 8.4001 Epoch 1415/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.3995 Epoch 1416/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.3988 Epoch 1417/2000 1/1 [==============================] - 0s 999us/step - loss: 8.3982 Epoch 1418/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.3975 Epoch 1419/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.3969 Epoch 1420/2000 1/1 [==============================] - 0s 2ms/step - loss: 8.3963 Epoch 1421/2000 1/1 [==============================] - 0s 2ms/step - loss: 8.3957 Epoch 1422/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.3951 Epoch 1423/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.3944 Epoch 1424/2000 1/1 [==============================] - 0s 1000us/step - loss: 8.3938 Epoch 1425/2000 1/1 [==============================] - 0s 999us/step - loss: 8.3932 Epoch 1426/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.3926 Epoch 1427/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.3920 Epoch 1428/2000 1/1 [==============================] - 0s 999us/step - loss: 8.3914 Epoch 1429/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.3908 Epoch 1430/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.3902 Epoch 1431/2000 1/1 [==============================] - 0s 2ms/step - loss: 8.3896 Epoch 1432/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.3891 Epoch 1433/2000 1/1 [==============================] - 0s 2ms/step - loss: 8.3885 Epoch 1434/2000 1/1 [==============================] - 0s 2ms/step - loss: 8.3879 Epoch 1435/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.3874 Epoch 1436/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.3868 Epoch 1437/2000 1/1 [==============================] - 0s 1000us/step - loss: 8.3862 Epoch 1438/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.3857 Epoch 1439/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.3851 Epoch 1440/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.3846 Epoch 1441/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.3840 Epoch 1442/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.3835 Epoch 1443/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.3829 Epoch 1444/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.3824 Epoch 1445/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.3818 Epoch 1446/2000 1/1 [==============================] - 0s 2ms/step - loss: 8.3813 Epoch 1447/2000 1/1 [==============================] - 0s 1000us/step - loss: 8.3808 Epoch 1448/2000 1/1 [==============================] - 0s 2ms/step - loss: 8.3803 Epoch 1449/2000 1/1 [==============================] - 0s 999us/step - loss: 8.3797 Epoch 1450/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.3792 Epoch 1451/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.3787 Epoch 1452/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.3782 Epoch 1453/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.3777 Epoch 1454/2000 1/1 [==============================] - 0s 2ms/step - loss: 8.3772 Epoch 1455/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.3767 Epoch 1456/2000 1/1 [==============================] - 0s 2ms/step - loss: 8.3762 Epoch 1457/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.3757 Epoch 1458/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.3752 Epoch 1459/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.3747 Epoch 1460/2000 1/1 [==============================] - 0s 2ms/step - loss: 8.3743 Epoch 1461/2000 1/1 [==============================] - 0s 2ms/step - loss: 8.3738 Epoch 1462/2000 1/1 [==============================] - 0s 1000us/step - loss: 8.3733 Epoch 1463/2000 1/1 [==============================] - 0s 2ms/step - loss: 8.3728 Epoch 1464/2000 1/1 [==============================] - 0s 1000us/step - loss: 8.3723 Epoch 1465/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.3719 Epoch 1466/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.3714 Epoch 1467/2000 1/1 [==============================] - 0s 2ms/step - loss: 8.3709 Epoch 1468/2000 1/1 [==============================] - 0s 997us/step - loss: 8.3705 Epoch 1469/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.3700 Epoch 1470/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.3696 Epoch 1471/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.3691 Epoch 1472/2000 1/1 [==============================] - 0s 2ms/step - loss: 8.3687 Epoch 1473/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.3682 Epoch 1474/2000 1/1 [==============================] - 0s 2ms/step - loss: 8.3678 Epoch 1475/2000 1/1 [==============================] - 0s 2ms/step - loss: 8.3674 Epoch 1476/2000 1/1 [==============================] - 0s 999us/step - loss: 8.3669 Epoch 1477/2000 1/1 [==============================] - 0s 2ms/step - loss: 8.3665 Epoch 1478/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.3661 Epoch 1479/2000 1/1 [==============================] - 0s 1000us/step - loss: 8.3656 Epoch 1480/2000 1/1 [==============================] - 0s 2ms/step - loss: 8.3652 Epoch 1481/2000 1/1 [==============================] - 0s 997us/step - loss: 8.3648 Epoch 1482/2000 1/1 [==============================] - 0s 2ms/step - loss: 8.3644 Epoch 1483/2000
1/1 [==============================] - 0s 1ms/step - loss: 8.3639 Epoch 1484/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.3635 Epoch 1485/2000 1/1 [==============================] - 0s 2ms/step - loss: 8.3631 Epoch 1486/2000 1/1 [==============================] - 0s 1000us/step - loss: 8.3627 Epoch 1487/2000 1/1 [==============================] - 0s 2ms/step - loss: 8.3623 Epoch 1488/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.3619 Epoch 1489/2000 1/1 [==============================] - 0s 999us/step - loss: 8.3615 Epoch 1490/2000 1/1 [==============================] - 0s 999us/step - loss: 8.3611 Epoch 1491/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.3607 Epoch 1492/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.3603 Epoch 1493/2000 1/1 [==============================] - 0s 1000us/step - loss: 8.3599 Epoch 1494/2000 1/1 [==============================] - 0s 2ms/step - loss: 8.3595 Epoch 1495/2000 1/1 [==============================] - 0s 2ms/step - loss: 8.3592 Epoch 1496/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.3588 Epoch 1497/2000 1/1 [==============================] - 0s 7ms/step - loss: 8.3584 Epoch 1498/2000 1/1 [==============================] - 0s 2ms/step - loss: 8.3580 Epoch 1499/2000 1/1 [==============================] - 0s 2ms/step - loss: 8.3576 Epoch 1500/2000 1/1 [==============================] - 0s 2ms/step - loss: 8.3573 Epoch 1501/2000 1/1 [==============================] - 0s 998us/step - loss: 8.3569 Epoch 1502/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.3565 Epoch 1503/2000 1/1 [==============================] - 0s 2ms/step - loss: 8.3561 Epoch 1504/2000 1/1 [==============================] - 0s 2ms/step - loss: 8.3558 Epoch 1505/2000 1/1 [==============================] - 0s 1000us/step - loss: 8.3554 Epoch 1506/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.3551 Epoch 1507/2000 1/1 [==============================] - 0s 2ms/step - loss: 8.3547 Epoch 1508/2000 1/1 [==============================] - 0s 999us/step - loss: 8.3544 Epoch 1509/2000 1/1 [==============================] - 0s 1000us/step - loss: 8.3540 Epoch 1510/2000 1/1 [==============================] - 0s 2ms/step - loss: 8.3537 Epoch 1511/2000 1/1 [==============================] - 0s 2ms/step - loss: 8.3533 Epoch 1512/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.3530 Epoch 1513/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.3526 Epoch 1514/2000 1/1 [==============================] - 0s 2ms/step - loss: 8.3523 Epoch 1515/2000 1/1 [==============================] - 0s 1000us/step - loss: 8.3519 Epoch 1516/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.3516 Epoch 1517/2000 1/1 [==============================] - 0s 2ms/step - loss: 8.3513 Epoch 1518/2000 1/1 [==============================] - 0s 2ms/step - loss: 8.3509 Epoch 1519/2000 1/1 [==============================] - 0s 999us/step - loss: 8.3506 Epoch 1520/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.3503 Epoch 1521/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.3499 Epoch 1522/2000 1/1 [==============================] - 0s 999us/step - loss: 8.3496 Epoch 1523/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.3493 Epoch 1524/2000 1/1 [==============================] - 0s 2ms/step - loss: 8.3490 Epoch 1525/2000 1/1 [==============================] - 0s 990us/step - loss: 8.3487 Epoch 1526/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.3484 Epoch 1527/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.3480 Epoch 1528/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.3477 Epoch 1529/2000 1/1 [==============================] - 0s 998us/step - loss: 8.3474 Epoch 1530/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.3471 Epoch 1531/2000 1/1 [==============================] - 0s 999us/step - loss: 8.3468 Epoch 1532/2000 1/1 [==============================] - 0s 999us/step - loss: 8.3465 Epoch 1533/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.3462 Epoch 1534/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.3459 Epoch 1535/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.3456 Epoch 1536/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.3453 Epoch 1537/2000 1/1 [==============================] - 0s 2ms/step - loss: 8.3450 Epoch 1538/2000 1/1 [==============================] - 0s 999us/step - loss: 8.3447 Epoch 1539/2000 1/1 [==============================] - 0s 2ms/step - loss: 8.3444 Epoch 1540/2000 1/1 [==============================] - 0s 1000us/step - loss: 8.3442 Epoch 1541/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.3439 Epoch 1542/2000 1/1 [==============================] - 0s 999us/step - loss: 8.3436 Epoch 1543/2000 1/1 [==============================] - 0s 999us/step - loss: 8.3433 Epoch 1544/2000 1/1 [==============================] - 0s 2ms/step - loss: 8.3430 Epoch 1545/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.3427 Epoch 1546/2000 1/1 [==============================] - 0s 1000us/step - loss: 8.3425 Epoch 1547/2000 1/1 [==============================] - 0s 999us/step - loss: 8.3422 Epoch 1548/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.3419 Epoch 1549/2000 1/1 [==============================] - 0s 999us/step - loss: 8.3416 Epoch 1550/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.3414 Epoch 1551/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.3411 Epoch 1552/2000 1/1 [==============================] - 0s 999us/step - loss: 8.3408 Epoch 1553/2000 1/1 [==============================] - 0s 998us/step - loss: 8.3406 Epoch 1554/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.3403 Epoch 1555/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.3400 Epoch 1556/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.3398 Epoch 1557/2000 1/1 [==============================] - 0s 2ms/step - loss: 8.3395 Epoch 1558/2000 1/1 [==============================] - 0s 998us/step - loss: 8.3393 Epoch 1559/2000 1/1 [==============================] - 0s 2ms/step - loss: 8.3390 Epoch 1560/2000 1/1 [==============================] - 0s 999us/step - loss: 8.3388 Epoch 1561/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.3385 Epoch 1562/2000 1/1 [==============================] - 0s 2ms/step - loss: 8.3383 Epoch 1563/2000 1/1 [==============================] - 0s 999us/step - loss: 8.3380 Epoch 1564/2000 1/1 [==============================] - 0s 2ms/step - loss: 8.3378 Epoch 1565/2000 1/1 [==============================] - 0s 2ms/step - loss: 8.3375 Epoch 1566/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.3373 Epoch 1567/2000 1/1 [==============================] - 0s 999us/step - loss: 8.3371 Epoch 1568/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.3368 Epoch 1569/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.3366 Epoch 1570/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.3363 Epoch 1571/2000 1/1 [==============================] - 0s 2ms/step - loss: 8.3361 Epoch 1572/2000 1/1 [==============================] - 0s 1000us/step - loss: 8.3359 Epoch 1573/2000 1/1 [==============================] - 0s 2ms/step - loss: 8.3356 Epoch 1574/2000 1/1 [==============================] - 0s 2ms/step - loss: 8.3354 Epoch 1575/2000 1/1 [==============================] - 0s 2ms/step - loss: 8.3352 Epoch 1576/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.3349 Epoch 1577/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.3347 Epoch 1578/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.3345 Epoch 1579/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.3343 Epoch 1580/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.3341 Epoch 1581/2000 1/1 [==============================] - 0s 2ms/step - loss: 8.3338 Epoch 1582/2000 1/1 [==============================] - 0s 1000us/step - loss: 8.3336 Epoch 1583/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.3334 Epoch 1584/2000 1/1 [==============================] - 0s 2ms/step - loss: 8.3332 Epoch 1585/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.3330 Epoch 1586/2000 1/1 [==============================] - 0s 996us/step - loss: 8.3327 Epoch 1587/2000 1/1 [==============================] - 0s 2ms/step - loss: 8.3325 Epoch 1588/2000 1/1 [==============================] - 0s 998us/step - loss: 8.3323 Epoch 1589/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.3321 Epoch 1590/2000 1/1 [==============================] - 0s 999us/step - loss: 8.3319 Epoch 1591/2000 1/1 [==============================] - 0s 1000us/step - loss: 8.3317 Epoch 1592/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.3315 Epoch 1593/2000 1/1 [==============================] - 0s 1000us/step - loss: 8.3313 Epoch 1594/2000 1/1 [==============================] - 0s 2ms/step - loss: 8.3311 Epoch 1595/2000 1/1 [==============================] - 0s 998us/step - loss: 8.3309 Epoch 1596/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.3307 Epoch 1597/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.3305 Epoch 1598/2000 1/1 [==============================] - 0s 999us/step - loss: 8.3303 Epoch 1599/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.3301 Epoch 1600/2000 1/1 [==============================] - 0s 999us/step - loss: 8.3299 Epoch 1601/2000 1/1 [==============================] - 0s 2ms/step - loss: 8.3297 Epoch 1602/2000 1/1 [==============================] - 0s 999us/step - loss: 8.3295 Epoch 1603/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.3293 Epoch 1604/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.3291 Epoch 1605/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.3289 Epoch 1606/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.3288 Epoch 1607/2000 1/1 [==============================] - 0s 997us/step - loss: 8.3286 Epoch 1608/2000 1/1 [==============================] - 0s 999us/step - loss: 8.3284 Epoch 1609/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.3282 Epoch 1610/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.3280 Epoch 1611/2000 1/1 [==============================] - 0s 999us/step - loss: 8.3278 Epoch 1612/2000 1/1 [==============================] - 0s 2ms/step - loss: 8.3277 Epoch 1613/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.3275 Epoch 1614/2000 1/1 [==============================] - 0s 2ms/step - loss: 8.3273 Epoch 1615/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.3271 Epoch 1616/2000 1/1 [==============================] - 0s 1000us/step - loss: 8.3270 Epoch 1617/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.3268 Epoch 1618/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.3266 Epoch 1619/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.3264 Epoch 1620/2000 1/1 [==============================] - 0s 999us/step - loss: 8.3263 Epoch 1621/2000 1/1 [==============================] - 0s 988us/step - loss: 8.3261 Epoch 1622/2000 1/1 [==============================] - 0s 2ms/step - loss: 8.3259 Epoch 1623/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.3258 Epoch 1624/2000 1/1 [==============================] - 0s 2ms/step - loss: 8.3256 Epoch 1625/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.3254 Epoch 1626/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.3252 Epoch 1627/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.3251 Epoch 1628/2000 1/1 [==============================] - 0s 2ms/step - loss: 8.3249 Epoch 1629/2000 1/1 [==============================] - 0s 2ms/step - loss: 8.3248 Epoch 1630/2000 1/1 [==============================] - 0s 999us/step - loss: 8.3246 Epoch 1631/2000 1/1 [==============================] - 0s 999us/step - loss: 8.3245 Epoch 1632/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.3243 Epoch 1633/2000 1/1 [==============================] - 0s 999us/step - loss: 8.3241 Epoch 1634/2000 1/1 [==============================] - 0s 2ms/step - loss: 8.3240 Epoch 1635/2000 1/1 [==============================] - 0s 2ms/step - loss: 8.3238 Epoch 1636/2000 1/1 [==============================] - 0s 998us/step - loss: 8.3237 Epoch 1637/2000 1/1 [==============================] - 0s 2ms/step - loss: 8.3235 Epoch 1638/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.3234 Epoch 1639/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.3232 Epoch 1640/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.3231 Epoch 1641/2000 1/1 [==============================] - 0s 2ms/step - loss: 8.3229 Epoch 1642/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.3228 Epoch 1643/2000 1/1 [==============================] - 0s 2ms/step - loss: 8.3226 Epoch 1644/2000 1/1 [==============================] - 0s 2ms/step - loss: 8.3225 Epoch 1645/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.3223 Epoch 1646/2000 1/1 [==============================] - 0s 998us/step - loss: 8.3222 Epoch 1647/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.3220 Epoch 1648/2000 1/1 [==============================] - 0s 3ms/step - loss: 8.3219 Epoch 1649/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.3218 Epoch 1650/2000 1/1 [==============================] - 0s 2ms/step - loss: 8.3216 Epoch 1651/2000 1/1 [==============================] - 0s 2ms/step - loss: 8.3215 Epoch 1652/2000 1/1 [==============================] - 0s 2ms/step - loss: 8.3213 Epoch 1653/2000 1/1 [==============================] - 0s 999us/step - loss: 8.3212 Epoch 1654/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.3211 Epoch 1655/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.3209 Epoch 1656/2000 1/1 [==============================] - 0s 991us/step - loss: 8.3208 Epoch 1657/2000 1/1 [==============================] - 0s 2ms/step - loss: 8.3206 Epoch 1658/2000 1/1 [==============================] - 0s 2ms/step - loss: 8.3205 Epoch 1659/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.3204 Epoch 1660/2000 1/1 [==============================] - 0s 1000us/step - loss: 8.3202 Epoch 1661/2000 1/1 [==============================] - 0s 998us/step - loss: 8.3201 Epoch 1662/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.3200 Epoch 1663/2000 1/1 [==============================] - 0s 999us/step - loss: 8.3199 Epoch 1664/2000 1/1 [==============================] - 0s 999us/step - loss: 8.3197 Epoch 1665/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.3196 Epoch 1666/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.3195 Epoch 1667/2000 1/1 [==============================] - 0s 2ms/step - loss: 8.3193 Epoch 1668/2000 1/1 [==============================] - 0s 2ms/step - loss: 8.3192 Epoch 1669/2000 1/1 [==============================] - 0s 1000us/step - loss: 8.3191 Epoch 1670/2000 1/1 [==============================] - 0s 2ms/step - loss: 8.3190 Epoch 1671/2000 1/1 [==============================] - 0s 999us/step - loss: 8.3189 Epoch 1672/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.3187 Epoch 1673/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.3186 Epoch 1674/2000 1/1 [==============================] - 0s 2ms/step - loss: 8.3185 Epoch 1675/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.3184 Epoch 1676/2000 1/1 [==============================] - 0s 993us/step - loss: 8.3182 Epoch 1677/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.3181 Epoch 1678/2000 1/1 [==============================] - 0s 1000us/step - loss: 8.3180 Epoch 1679/2000 1/1 [==============================] - 0s 2ms/step - loss: 8.3179 Epoch 1680/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.3178 Epoch 1681/2000
1/1 [==============================] - 0s 1000us/step - loss: 8.3177 Epoch 1682/2000 1/1 [==============================] - 0s 2ms/step - loss: 8.3175 Epoch 1683/2000 1/1 [==============================] - 0s 999us/step - loss: 8.3174 Epoch 1684/2000 1/1 [==============================] - 0s 999us/step - loss: 8.3173 Epoch 1685/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.3172 Epoch 1686/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.3171 Epoch 1687/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.3170 Epoch 1688/2000 1/1 [==============================] - 0s 2ms/step - loss: 8.3169 Epoch 1689/2000 1/1 [==============================] - 0s 999us/step - loss: 8.3168 Epoch 1690/2000 1/1 [==============================] - 0s 2ms/step - loss: 8.3167 Epoch 1691/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.3166 Epoch 1692/2000 1/1 [==============================] - 0s 998us/step - loss: 8.3165 Epoch 1693/2000 1/1 [==============================] - 0s 2ms/step - loss: 8.3163 Epoch 1694/2000 1/1 [==============================] - 0s 2ms/step - loss: 8.3162 Epoch 1695/2000 1/1 [==============================] - 0s 995us/step - loss: 8.3161 Epoch 1696/2000 1/1 [==============================] - 0s 1000us/step - loss: 8.3160 Epoch 1697/2000 1/1 [==============================] - 0s 998us/step - loss: 8.3159 Epoch 1698/2000 1/1 [==============================] - 0s 1000us/step - loss: 8.3158 Epoch 1699/2000 1/1 [==============================] - 0s 2ms/step - loss: 8.3157 Epoch 1700/2000 1/1 [==============================] - 0s 1000us/step - loss: 8.3156 Epoch 1701/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.3155 Epoch 1702/2000 1/1 [==============================] - 0s 2ms/step - loss: 8.3154 Epoch 1703/2000 1/1 [==============================] - 0s 998us/step - loss: 8.3153 Epoch 1704/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.3152 Epoch 1705/2000 1/1 [==============================] - 0s 2ms/step - loss: 8.3151 Epoch 1706/2000 1/1 [==============================] - 0s 2ms/step - loss: 8.3150 Epoch 1707/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.3149 Epoch 1708/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.3148 Epoch 1709/2000 1/1 [==============================] - 0s 2ms/step - loss: 8.3147 Epoch 1710/2000 1/1 [==============================] - 0s 1000us/step - loss: 8.3146 Epoch 1711/2000 1/1 [==============================] - 0s 998us/step - loss: 8.3145 Epoch 1712/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.3144 Epoch 1713/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.3144 Epoch 1714/2000 1/1 [==============================] - 0s 1000us/step - loss: 8.3143 Epoch 1715/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.3142 Epoch 1716/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.3141 Epoch 1717/2000 1/1 [==============================] - 0s 2ms/step - loss: 8.3140 Epoch 1718/2000 1/1 [==============================] - 0s 2ms/step - loss: 8.3139 Epoch 1719/2000 1/1 [==============================] - 0s 2ms/step - loss: 8.3138 Epoch 1720/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.3137 Epoch 1721/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.3136 Epoch 1722/2000 1/1 [==============================] - 0s 2ms/step - loss: 8.3135 Epoch 1723/2000 1/1 [==============================] - 0s 2ms/step - loss: 8.3135 Epoch 1724/2000 1/1 [==============================] - 0s 2ms/step - loss: 8.3134 Epoch 1725/2000 1/1 [==============================] - 0s 1000us/step - loss: 8.3133 Epoch 1726/2000 1/1 [==============================] - 0s 999us/step - loss: 8.3132 Epoch 1727/2000 1/1 [==============================] - 0s 1000us/step - loss: 8.3131 Epoch 1728/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.3130 Epoch 1729/2000 1/1 [==============================] - 0s 2ms/step - loss: 8.3129 Epoch 1730/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.3128 Epoch 1731/2000 1/1 [==============================] - 0s 2ms/step - loss: 8.3128 Epoch 1732/2000 1/1 [==============================] - 0s 2ms/step - loss: 8.3127 Epoch 1733/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.3126 Epoch 1734/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.3125 Epoch 1735/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.3124 Epoch 1736/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.3123 Epoch 1737/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.3123 Epoch 1738/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.3122 Epoch 1739/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.3121 Epoch 1740/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.3120 Epoch 1741/2000 1/1 [==============================] - 0s 1000us/step - loss: 8.3120 Epoch 1742/2000 1/1 [==============================] - 0s 1000us/step - loss: 8.3119 Epoch 1743/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.3118 Epoch 1744/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.3117 Epoch 1745/2000 1/1 [==============================] - 0s 2ms/step - loss: 8.3116 Epoch 1746/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.3116 Epoch 1747/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.3115 Epoch 1748/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.3114 Epoch 1749/2000 1/1 [==============================] - 0s 1000us/step - loss: 8.3114 Epoch 1750/2000 1/1 [==============================] - 0s 998us/step - loss: 8.3113 Epoch 1751/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.3112 Epoch 1752/2000 1/1 [==============================] - 0s 2ms/step - loss: 8.3111 Epoch 1753/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.3111 Epoch 1754/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.3110 Epoch 1755/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.3109 Epoch 1756/2000 1/1 [==============================] - 0s 1000us/step - loss: 8.3109 Epoch 1757/2000 1/1 [==============================] - 0s 998us/step - loss: 8.3108 Epoch 1758/2000 1/1 [==============================] - 0s 2ms/step - loss: 8.3107 Epoch 1759/2000 1/1 [==============================] - 0s 998us/step - loss: 8.3106 Epoch 1760/2000 1/1 [==============================] - 0s 2ms/step - loss: 8.3106 Epoch 1761/2000 1/1 [==============================] - 0s 2ms/step - loss: 8.3105 Epoch 1762/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.3104 Epoch 1763/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.3104 Epoch 1764/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.3103 Epoch 1765/2000 1/1 [==============================] - 0s 2ms/step - loss: 8.3102 Epoch 1766/2000 1/1 [==============================] - 0s 997us/step - loss: 8.3102 Epoch 1767/2000 1/1 [==============================] - 0s 2ms/step - loss: 8.3101 Epoch 1768/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.3100 Epoch 1769/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.3100 Epoch 1770/2000 1/1 [==============================] - 0s 2ms/step - loss: 8.3099 Epoch 1771/2000 1/1 [==============================] - 0s 998us/step - loss: 8.3099 Epoch 1772/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.3098 Epoch 1773/2000 1/1 [==============================] - 0s 2ms/step - loss: 8.3097 Epoch 1774/2000 1/1 [==============================] - 0s 2ms/step - loss: 8.3097 Epoch 1775/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.3096 Epoch 1776/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.3095 Epoch 1777/2000 1/1 [==============================] - 0s 2ms/step - loss: 8.3095 Epoch 1778/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.3094 Epoch 1779/2000 1/1 [==============================] - 0s 1000us/step - loss: 8.3093 Epoch 1780/2000 1/1 [==============================] - 0s 2ms/step - loss: 8.3093 Epoch 1781/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.3092 Epoch 1782/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.3092 Epoch 1783/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.3091 Epoch 1784/2000 1/1 [==============================] - 0s 999us/step - loss: 8.3090 Epoch 1785/2000 1/1 [==============================] - 0s 1000us/step - loss: 8.3090 Epoch 1786/2000 1/1 [==============================] - 0s 2ms/step - loss: 8.3089 Epoch 1787/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.3089 Epoch 1788/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.3088 Epoch 1789/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.3088 Epoch 1790/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.3087 Epoch 1791/2000 1/1 [==============================] - 0s 994us/step - loss: 8.3086 Epoch 1792/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.3086 Epoch 1793/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.3085 Epoch 1794/2000 1/1 [==============================] - 0s 999us/step - loss: 8.3085 Epoch 1795/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.3084 Epoch 1796/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.3084 Epoch 1797/2000 1/1 [==============================] - 0s 2ms/step - loss: 8.3083 Epoch 1798/2000 1/1 [==============================] - 0s 2ms/step - loss: 8.3083 Epoch 1799/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.3082 Epoch 1800/2000 1/1 [==============================] - 0s 4ms/step - loss: 8.3082 Epoch 1801/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.3081 Epoch 1802/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.3080 Epoch 1803/2000 1/1 [==============================] - 0s 2ms/step - loss: 8.3080 Epoch 1804/2000 1/1 [==============================] - 0s 999us/step - loss: 8.3080 Epoch 1805/2000 1/1 [==============================] - 0s 1000us/step - loss: 8.3079 Epoch 1806/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.3079 Epoch 1807/2000 1/1 [==============================] - 0s 999us/step - loss: 8.3078 Epoch 1808/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.3077 Epoch 1809/2000 1/1 [==============================] - 0s 2ms/step - loss: 8.3077 Epoch 1810/2000 1/1 [==============================] - 0s 2ms/step - loss: 8.3077 Epoch 1811/2000 1/1 [==============================] - 0s 2ms/step - loss: 8.3076 Epoch 1812/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.3075 Epoch 1813/2000 1/1 [==============================] - 0s 1000us/step - loss: 8.3075 Epoch 1814/2000 1/1 [==============================] - 0s 2ms/step - loss: 8.3074 Epoch 1815/2000 1/1 [==============================] - 0s 999us/step - loss: 8.3074 Epoch 1816/2000 1/1 [==============================] - 0s 2ms/step - loss: 8.3074 Epoch 1817/2000 1/1 [==============================] - 0s 999us/step - loss: 8.3073 Epoch 1818/2000 1/1 [==============================] - 0s 999us/step - loss: 8.3072 Epoch 1819/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.3072 Epoch 1820/2000 1/1 [==============================] - 0s 2ms/step - loss: 8.3072 Epoch 1821/2000 1/1 [==============================] - 0s 1000us/step - loss: 8.3071 Epoch 1822/2000 1/1 [==============================] - 0s 2ms/step - loss: 8.3071 Epoch 1823/2000 1/1 [==============================] - 0s 3ms/step - loss: 8.3070 Epoch 1824/2000 1/1 [==============================] - 0s 1000us/step - loss: 8.3070 Epoch 1825/2000 1/1 [==============================] - 0s 982us/step - loss: 8.3069 Epoch 1826/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.3069 Epoch 1827/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.3069 Epoch 1828/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.3068 Epoch 1829/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.3068 Epoch 1830/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.3067 Epoch 1831/2000 1/1 [==============================] - 0s 2ms/step - loss: 8.3067 Epoch 1832/2000 1/1 [==============================] - 0s 2ms/step - loss: 8.3066 Epoch 1833/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.3066 Epoch 1834/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.3065 Epoch 1835/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.3065 Epoch 1836/2000 1/1 [==============================] - 0s 2ms/step - loss: 8.3065 Epoch 1837/2000 1/1 [==============================] - 0s 2ms/step - loss: 8.3064 Epoch 1838/2000 1/1 [==============================] - 0s 1000us/step - loss: 8.3064 Epoch 1839/2000 1/1 [==============================] - 0s 2ms/step - loss: 8.3063 Epoch 1840/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.3063 Epoch 1841/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.3063 Epoch 1842/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.3062 Epoch 1843/2000 1/1 [==============================] - 0s 998us/step - loss: 8.3062 Epoch 1844/2000 1/1 [==============================] - 0s 3ms/step - loss: 8.3061 Epoch 1845/2000 1/1 [==============================] - 0s 999us/step - loss: 8.3061 Epoch 1846/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.3061 Epoch 1847/2000 1/1 [==============================] - 0s 1000us/step - loss: 8.3060 Epoch 1848/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.3060 Epoch 1849/2000 1/1 [==============================] - 0s 1000us/step - loss: 8.3059 Epoch 1850/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.3059 Epoch 1851/2000 1/1 [==============================] - 0s 994us/step - loss: 8.3059 Epoch 1852/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.3058 Epoch 1853/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.3058 Epoch 1854/2000 1/1 [==============================] - 0s 2ms/step - loss: 8.3058 Epoch 1855/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.3057 Epoch 1856/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.3057 Epoch 1857/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.3056 Epoch 1858/2000 1/1 [==============================] - 0s 1000us/step - loss: 8.3056 Epoch 1859/2000 1/1 [==============================] - 0s 2ms/step - loss: 8.3056 Epoch 1860/2000 1/1 [==============================] - 0s 1000us/step - loss: 8.3055 Epoch 1861/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.3055 Epoch 1862/2000 1/1 [==============================] - 0s 2ms/step - loss: 8.3055 Epoch 1863/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.3054 Epoch 1864/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.3054 Epoch 1865/2000 1/1 [==============================] - 0s 2ms/step - loss: 8.3053 Epoch 1866/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.3053 Epoch 1867/2000 1/1 [==============================] - 0s 998us/step - loss: 8.3053 Epoch 1868/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.3053 Epoch 1869/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.3052 Epoch 1870/2000 1/1 [==============================] - 0s 2ms/step - loss: 8.3052 Epoch 1871/2000 1/1 [==============================] - 0s 999us/step - loss: 8.3052 Epoch 1872/2000 1/1 [==============================] - 0s 999us/step - loss: 8.3051 Epoch 1873/2000 1/1 [==============================] - 0s 2ms/step - loss: 8.3051 Epoch 1874/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.3050 Epoch 1875/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.3050 Epoch 1876/2000 1/1 [==============================] - 0s 2ms/step - loss: 8.3050 Epoch 1877/2000 1/1 [==============================] - 0s 2ms/step - loss: 8.3049 Epoch 1878/2000 1/1 [==============================] - 0s 2ms/step - loss: 8.3049 Epoch 1879/2000
1/1 [==============================] - 0s 2ms/step - loss: 8.3049 Epoch 1880/2000 1/1 [==============================] - 0s 2ms/step - loss: 8.3049 Epoch 1881/2000 1/1 [==============================] - 0s 1000us/step - loss: 8.3048 Epoch 1882/2000 1/1 [==============================] - 0s 1000us/step - loss: 8.3048 Epoch 1883/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.3048 Epoch 1884/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.3047 Epoch 1885/2000 1/1 [==============================] - 0s 2ms/step - loss: 8.3047 Epoch 1886/2000 1/1 [==============================] - 0s 1000us/step - loss: 8.3047 Epoch 1887/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.3046 Epoch 1888/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.3046 Epoch 1889/2000 1/1 [==============================] - 0s 999us/step - loss: 8.3046 Epoch 1890/2000 1/1 [==============================] - 0s 1000us/step - loss: 8.3046 Epoch 1891/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.3045 Epoch 1892/2000 1/1 [==============================] - 0s 2ms/step - loss: 8.3045 Epoch 1893/2000 1/1 [==============================] - 0s 999us/step - loss: 8.3045 Epoch 1894/2000 1/1 [==============================] - 0s 2ms/step - loss: 8.3044 Epoch 1895/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.3044 Epoch 1896/2000 1/1 [==============================] - 0s 999us/step - loss: 8.3044 Epoch 1897/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.3043 Epoch 1898/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.3043 Epoch 1899/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.3043 Epoch 1900/2000 1/1 [==============================] - 0s 2ms/step - loss: 8.3043 Epoch 1901/2000 1/1 [==============================] - 0s 999us/step - loss: 8.3042 Epoch 1902/2000 1/1 [==============================] - 0s 2ms/step - loss: 8.3042 Epoch 1903/2000 1/1 [==============================] - 0s 2ms/step - loss: 8.3042 Epoch 1904/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.3041 Epoch 1905/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.3041 Epoch 1906/2000 1/1 [==============================] - 0s 2ms/step - loss: 8.3041 Epoch 1907/2000 1/1 [==============================] - 0s 998us/step - loss: 8.3041 Epoch 1908/2000 1/1 [==============================] - 0s 2ms/step - loss: 8.3040 Epoch 1909/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.3040 Epoch 1910/2000 1/1 [==============================] - 0s 2ms/step - loss: 8.3040 Epoch 1911/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.3040 Epoch 1912/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.3039 Epoch 1913/2000 1/1 [==============================] - 0s 2ms/step - loss: 8.3039 Epoch 1914/2000 1/1 [==============================] - 0s 999us/step - loss: 8.3039 Epoch 1915/2000 1/1 [==============================] - 0s 998us/step - loss: 8.3039 Epoch 1916/2000 1/1 [==============================] - 0s 2ms/step - loss: 8.3038 Epoch 1917/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.3038 Epoch 1918/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.3038 Epoch 1919/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.3038 Epoch 1920/2000 1/1 [==============================] - 0s 2ms/step - loss: 8.3037 Epoch 1921/2000 1/1 [==============================] - 0s 999us/step - loss: 8.3037 Epoch 1922/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.3037 Epoch 1923/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.3037 Epoch 1924/2000 1/1 [==============================] - 0s 999us/step - loss: 8.3037 Epoch 1925/2000 1/1 [==============================] - 0s 2ms/step - loss: 8.3036 Epoch 1926/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.3036 Epoch 1927/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.3036 Epoch 1928/2000 1/1 [==============================] - 0s 999us/step - loss: 8.3036 Epoch 1929/2000 1/1 [==============================] - 0s 2ms/step - loss: 8.3035 Epoch 1930/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.3035 Epoch 1931/2000 1/1 [==============================] - 0s 999us/step - loss: 8.3035 Epoch 1932/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.3035 Epoch 1933/2000 1/1 [==============================] - 0s 2ms/step - loss: 8.3034 Epoch 1934/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.3034 Epoch 1935/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.3034 Epoch 1936/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.3034 Epoch 1937/2000 1/1 [==============================] - 0s 2ms/step - loss: 8.3033 Epoch 1938/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.3033 Epoch 1939/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.3033 Epoch 1940/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.3033 Epoch 1941/2000 1/1 [==============================] - 0s 998us/step - loss: 8.3033 Epoch 1942/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.3032 Epoch 1943/2000 1/1 [==============================] - 0s 1000us/step - loss: 8.3032 Epoch 1944/2000 1/1 [==============================] - 0s 999us/step - loss: 8.3032 Epoch 1945/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.3032 Epoch 1946/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.3032 Epoch 1947/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.3031 Epoch 1948/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.3031 Epoch 1949/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.3031 Epoch 1950/2000 1/1 [==============================] - 0s 999us/step - loss: 8.3031 Epoch 1951/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.3031 Epoch 1952/2000 1/1 [==============================] - 0s 999us/step - loss: 8.3030 Epoch 1953/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.3030 Epoch 1954/2000 1/1 [==============================] - 0s 998us/step - loss: 8.3030 Epoch 1955/2000 1/1 [==============================] - 0s 2ms/step - loss: 8.3030 Epoch 1956/2000 1/1 [==============================] - 0s 1000us/step - loss: 8.3030 Epoch 1957/2000 1/1 [==============================] - 0s 999us/step - loss: 8.3029 Epoch 1958/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.3029 Epoch 1959/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.3029 Epoch 1960/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.3029 Epoch 1961/2000 1/1 [==============================] - 0s 2ms/step - loss: 8.3029 Epoch 1962/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.3029 Epoch 1963/2000 1/1 [==============================] - 0s 999us/step - loss: 8.3028 Epoch 1964/2000 1/1 [==============================] - 0s 2ms/step - loss: 8.3028 Epoch 1965/2000 1/1 [==============================] - 0s 1000us/step - loss: 8.3028 Epoch 1966/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.3028 Epoch 1967/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.3028 Epoch 1968/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.3027 Epoch 1969/2000 1/1 [==============================] - 0s 998us/step - loss: 8.3027 Epoch 1970/2000 1/1 [==============================] - 0s 2ms/step - loss: 8.3027 Epoch 1971/2000 1/1 [==============================] - 0s 999us/step - loss: 8.3027 Epoch 1972/2000 1/1 [==============================] - 0s 2ms/step - loss: 8.3027 Epoch 1973/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.3027 Epoch 1974/2000 1/1 [==============================] - 0s 2ms/step - loss: 8.3026 Epoch 1975/2000 1/1 [==============================] - 0s 2ms/step - loss: 8.3026 Epoch 1976/2000 1/1 [==============================] - 0s 999us/step - loss: 8.3026 Epoch 1977/2000 1/1 [==============================] - 0s 1000us/step - loss: 8.3026 Epoch 1978/2000 1/1 [==============================] - 0s 2ms/step - loss: 8.3026 Epoch 1979/2000 1/1 [==============================] - 0s 1000us/step - loss: 8.3025 Epoch 1980/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.3025 Epoch 1981/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.3025 Epoch 1982/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.3025 Epoch 1983/2000 1/1 [==============================] - 0s 2ms/step - loss: 8.3025 Epoch 1984/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.3025 Epoch 1985/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.3024 Epoch 1986/2000 1/1 [==============================] - 0s 2ms/step - loss: 8.3024 Epoch 1987/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.3024 Epoch 1988/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.3024 Epoch 1989/2000 1/1 [==============================] - 0s 2ms/step - loss: 8.3024 Epoch 1990/2000 1/1 [==============================] - 0s 2ms/step - loss: 8.3024 Epoch 1991/2000 1/1 [==============================] - 0s 2ms/step - loss: 8.3024 Epoch 1992/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.3024 Epoch 1993/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.3023 Epoch 1994/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.3023 Epoch 1995/2000 1/1 [==============================] - 0s 999us/step - loss: 8.3023 Epoch 1996/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.3023 Epoch 1997/2000 1/1 [==============================] - 0s 2ms/step - loss: 8.3023 Epoch 1998/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.3023 Epoch 1999/2000 1/1 [==============================] - 0s 1000us/step - loss: 8.3022 Epoch 2000/2000 1/1 [==============================] - 0s 2ms/step - loss: 8.3022
Out[22]:
<keras.callbacks.History at 0x1faddfbd130>
4. 그래프로 확인¶
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plt.scatter(x, y)
plt.plot(x, model.predict(x),'r') # 예측 결과를 그래프로 나타냅니다.
plt.show()
plt.scatter(x, y)
plt.plot(x, model.predict(x),'r') # 예측 결과를 그래프로 나타냅니다.
plt.show()
5. 모델 테스트¶
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import tensorflow as tf
#임의의 시간을 집어넣어 점수를 예측하는 모델을 테스트해 보겠습니다.
hour = 7
#prediction = model.predict([hour]) #텐서플로 2.9.0 까지만 가능
input_data = tf.constant([[hour]]) # 텐서플로 버전업으로 인한 수정
prediction = model.predict(input_data)[0][0] # 텐서플로 버전업으로 인한 수정
print("%.f시간을 공부할 경우의 예상 점수는 %.02f점입니다" % (hour, prediction))
import tensorflow as tf
#임의의 시간을 집어넣어 점수를 예측하는 모델을 테스트해 보겠습니다.
hour = 7
#prediction = model.predict([hour]) #텐서플로 2.9.0 까지만 가능
input_data = tf.constant([[hour]]) # 텐서플로 버전업으로 인한 수정
prediction = model.predict(input_data)[0][0] # 텐서플로 버전업으로 인한 수정
print("%.f시간을 공부할 경우의 예상 점수는 %.02f점입니다" % (hour, prediction))
7시간을 공부할 경우의 예상 점수는 95.12점입니다
5-2 텐서플로에서 실행하는 다중 선형회귀 모델¶
1.환경 준비¶
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import numpy as np
import matplotlib.pyplot as plt
#텐서플로의 케라스 API에서 필요한 함수들을 불러 옵니다.
from tensorflow.keras.models import Sequential
from tensorflow.keras.layers import Dense
import numpy as np
import matplotlib.pyplot as plt
#텐서플로의 케라스 API에서 필요한 함수들을 불러 옵니다.
from tensorflow.keras.models import Sequential
from tensorflow.keras.layers import Dense
2. 데이터 준비¶
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x = np.array([[2, 0], [4, 4], [6, 2], [8, 3]])
y = np.array([81, 93, 91, 97])
x = np.array([[2, 0], [4, 4], [6, 2], [8, 3]])
y = np.array([81, 93, 91, 97])
3. 모델 실행¶
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model = Sequential()
#입력 변수가 2개(학습 시간, 과외 시간)이므로 input_dim에 2를 입력합니다.
model.add(Dense(1, input_dim=2, activation='linear'))
model.compile(optimizer='sgd' ,loss='mse')
model.fit(x, y, epochs=2000, verbose=0) #verbose=0은 출력을 생략합니다. 출력을 확인하고 싶은 경우 verbose=1로 설정하세요.
model = Sequential()
#입력 변수가 2개(학습 시간, 과외 시간)이므로 input_dim에 2를 입력합니다.
model.add(Dense(1, input_dim=2, activation='linear'))
model.compile(optimizer='sgd' ,loss='mse')
model.fit(x, y, epochs=2000, verbose=0) #verbose=0은 출력을 생략합니다. 출력을 확인하고 싶은 경우 verbose=1로 설정하세요.
Epoch 1/2000 1/1 [==============================] - 0s 119ms/step - loss: 8184.9204 Epoch 2/2000 1/1 [==============================] - 0s 2ms/step - loss: 1435.6133 Epoch 3/2000 1/1 [==============================] - 0s 999us/step - loss: 955.4879 Epoch 4/2000 1/1 [==============================] - 0s 1ms/step - loss: 916.3068 Epoch 5/2000 1/1 [==============================] - 0s 2ms/step - loss: 908.1718 Epoch 6/2000 1/1 [==============================] - 0s 1ms/step - loss: 902.2542 Epoch 7/2000 1/1 [==============================] - 0s 2ms/step - loss: 896.5266 Epoch 8/2000 1/1 [==============================] - 0s 2ms/step - loss: 890.8461 Epoch 9/2000 1/1 [==============================] - 0s 2ms/step - loss: 885.2023 Epoch 10/2000 1/1 [==============================] - 0s 1ms/step - loss: 879.5942 Epoch 11/2000 1/1 [==============================] - 0s 1ms/step - loss: 874.0219 Epoch 12/2000 1/1 [==============================] - 0s 2ms/step - loss: 868.4847 Epoch 13/2000 1/1 [==============================] - 0s 1000us/step - loss: 862.9829 Epoch 14/2000 1/1 [==============================] - 0s 2ms/step - loss: 857.5157 Epoch 15/2000 1/1 [==============================] - 0s 2ms/step - loss: 852.0835 Epoch 16/2000 1/1 [==============================] - 0s 2ms/step - loss: 846.6855 Epoch 17/2000 1/1 [==============================] - 0s 2ms/step - loss: 841.3217 Epoch 18/2000 1/1 [==============================] - 0s 990us/step - loss: 835.9920 Epoch 19/2000 1/1 [==============================] - 0s 1000us/step - loss: 830.6961 Epoch 20/2000 1/1 [==============================] - 0s 998us/step - loss: 825.4338 Epoch 21/2000 1/1 [==============================] - 0s 1ms/step - loss: 820.2046 Epoch 22/2000 1/1 [==============================] - 0s 999us/step - loss: 815.0089 Epoch 23/2000 1/1 [==============================] - 0s 2ms/step - loss: 809.8459 Epoch 24/2000 1/1 [==============================] - 0s 2ms/step - loss: 804.7156 Epoch 25/2000 1/1 [==============================] - 0s 999us/step - loss: 799.6179 Epoch 26/2000 1/1 [==============================] - 0s 1ms/step - loss: 794.5525 Epoch 27/2000 1/1 [==============================] - 0s 998us/step - loss: 789.5193 Epoch 28/2000 1/1 [==============================] - 0s 1000us/step - loss: 784.5179 Epoch 29/2000 1/1 [==============================] - 0s 2ms/step - loss: 779.5482 Epoch 30/2000 1/1 [==============================] - 0s 2ms/step - loss: 774.6102 Epoch 31/2000 1/1 [==============================] - 0s 1ms/step - loss: 769.7032 Epoch 32/2000 1/1 [==============================] - 0s 1ms/step - loss: 764.8274 Epoch 33/2000 1/1 [==============================] - 0s 1ms/step - loss: 759.9826 Epoch 34/2000 1/1 [==============================] - 0s 2ms/step - loss: 755.1685 Epoch 35/2000 1/1 [==============================] - 0s 3ms/step - loss: 750.3846 Epoch 36/2000 1/1 [==============================] - 0s 1ms/step - loss: 745.6313 Epoch 37/2000 1/1 [==============================] - 0s 1ms/step - loss: 740.9081 Epoch 38/2000 1/1 [==============================] - 0s 2ms/step - loss: 736.2148 Epoch 39/2000 1/1 [==============================] - 0s 1ms/step - loss: 731.5511 Epoch 40/2000 1/1 [==============================] - 0s 1ms/step - loss: 726.9171 Epoch 41/2000 1/1 [==============================] - 0s 1ms/step - loss: 722.3125 Epoch 42/2000 1/1 [==============================] - 0s 2ms/step - loss: 717.7371 Epoch 43/2000 1/1 [==============================] - 0s 2ms/step - loss: 713.1906 Epoch 44/2000 1/1 [==============================] - 0s 1ms/step - loss: 708.6729 Epoch 45/2000 1/1 [==============================] - 0s 2ms/step - loss: 704.1838 Epoch 46/2000 1/1 [==============================] - 0s 999us/step - loss: 699.7231 Epoch 47/2000 1/1 [==============================] - 0s 1ms/step - loss: 695.2910 Epoch 48/2000 1/1 [==============================] - 0s 2ms/step - loss: 690.8865 Epoch 49/2000 1/1 [==============================] - 0s 999us/step - loss: 686.5101 Epoch 50/2000 1/1 [==============================] - 0s 1ms/step - loss: 682.1615 Epoch 51/2000 1/1 [==============================] - 0s 2ms/step - loss: 677.8406 Epoch 52/2000 1/1 [==============================] - 0s 2ms/step - loss: 673.5468 Epoch 53/2000 1/1 [==============================] - 0s 1ms/step - loss: 669.2802 Epoch 54/2000 1/1 [==============================] - 0s 999us/step - loss: 665.0408 Epoch 55/2000 1/1 [==============================] - 0s 2ms/step - loss: 660.8282 Epoch 56/2000 1/1 [==============================] - 0s 1ms/step - loss: 656.6423 Epoch 57/2000 1/1 [==============================] - 0s 2ms/step - loss: 652.4828 Epoch 58/2000 1/1 [==============================] - 0s 1ms/step - loss: 648.3497 Epoch 59/2000 1/1 [==============================] - 0s 1ms/step - loss: 644.2429 Epoch 60/2000 1/1 [==============================] - 0s 1ms/step - loss: 640.1620 Epoch 61/2000 1/1 [==============================] - 0s 2ms/step - loss: 636.1071 Epoch 62/2000 1/1 [==============================] - 0s 1ms/step - loss: 632.0777 Epoch 63/2000 1/1 [==============================] - 0s 2ms/step - loss: 628.0740 Epoch 64/2000 1/1 [==============================] - 0s 1ms/step - loss: 624.0956 Epoch 65/2000 1/1 [==============================] - 0s 1ms/step - loss: 620.1425 Epoch 66/2000 1/1 [==============================] - 0s 2ms/step - loss: 616.2143 Epoch 67/2000 1/1 [==============================] - 0s 1ms/step - loss: 612.3110 Epoch 68/2000 1/1 [==============================] - 0s 998us/step - loss: 608.4326 Epoch 69/2000 1/1 [==============================] - 0s 2ms/step - loss: 604.5786 Epoch 70/2000 1/1 [==============================] - 0s 998us/step - loss: 600.7490 Epoch 71/2000 1/1 [==============================] - 0s 2ms/step - loss: 596.9437 Epoch 72/2000 1/1 [==============================] - 0s 1ms/step - loss: 593.1625 Epoch 73/2000 1/1 [==============================] - 0s 998us/step - loss: 589.4053 Epoch 74/2000 1/1 [==============================] - 0s 2ms/step - loss: 585.6719 Epoch 75/2000 1/1 [==============================] - 0s 2ms/step - loss: 581.9620 Epoch 76/2000 1/1 [==============================] - 0s 1ms/step - loss: 578.2758 Epoch 77/2000 1/1 [==============================] - 0s 1000us/step - loss: 574.6129 Epoch 78/2000 1/1 [==============================] - 0s 2ms/step - loss: 570.9733 Epoch 79/2000 1/1 [==============================] - 0s 1ms/step - loss: 567.3566 Epoch 80/2000 1/1 [==============================] - 0s 2ms/step - loss: 563.7628 Epoch 81/2000 1/1 [==============================] - 0s 998us/step - loss: 560.1918 Epoch 82/2000 1/1 [==============================] - 0s 1ms/step - loss: 556.6435 Epoch 83/2000 1/1 [==============================] - 0s 1ms/step - loss: 553.1176 Epoch 84/2000 1/1 [==============================] - 0s 2ms/step - loss: 549.6141 Epoch 85/2000 1/1 [==============================] - 0s 1ms/step - loss: 546.1328 Epoch 86/2000 1/1 [==============================] - 0s 1ms/step - loss: 542.6734 Epoch 87/2000 1/1 [==============================] - 0s 1ms/step - loss: 539.2361 Epoch 88/2000 1/1 [==============================] - 0s 1ms/step - loss: 535.8205 Epoch 89/2000 1/1 [==============================] - 0s 999us/step - loss: 532.4265 Epoch 90/2000 1/1 [==============================] - 0s 1000us/step - loss: 529.0540 Epoch 91/2000 1/1 [==============================] - 0s 1000us/step - loss: 525.7029 Epoch 92/2000 1/1 [==============================] - 0s 1ms/step - loss: 522.3730 Epoch 93/2000 1/1 [==============================] - 0s 1ms/step - loss: 519.0643 Epoch 94/2000 1/1 [==============================] - 0s 2ms/step - loss: 515.7765 Epoch 95/2000 1/1 [==============================] - 0s 998us/step - loss: 512.5096 Epoch 96/2000 1/1 [==============================] - 0s 2ms/step - loss: 509.2632 Epoch 97/2000 1/1 [==============================] - 0s 1ms/step - loss: 506.0376 Epoch 98/2000 1/1 [==============================] - 0s 999us/step - loss: 502.8322 Epoch 99/2000 1/1 [==============================] - 0s 999us/step - loss: 499.6473 Epoch 100/2000 1/1 [==============================] - 0s 1ms/step - loss: 496.4825 Epoch 101/2000 1/1 [==============================] - 0s 2ms/step - loss: 493.3377 Epoch 102/2000 1/1 [==============================] - 0s 2ms/step - loss: 490.2130 Epoch 103/2000 1/1 [==============================] - 0s 997us/step - loss: 487.1079 Epoch 104/2000 1/1 [==============================] - 0s 1ms/step - loss: 484.0226 Epoch 105/2000 1/1 [==============================] - 0s 1ms/step - loss: 480.9567 Epoch 106/2000 1/1 [==============================] - 0s 1ms/step - loss: 477.9104 Epoch 107/2000 1/1 [==============================] - 0s 1ms/step - loss: 474.8832 Epoch 108/2000 1/1 [==============================] - 0s 1ms/step - loss: 471.8752 Epoch 109/2000 1/1 [==============================] - 0s 2ms/step - loss: 468.8864 Epoch 110/2000 1/1 [==============================] - 0s 1ms/step - loss: 465.9166 Epoch 111/2000 1/1 [==============================] - 0s 999us/step - loss: 462.9654 Epoch 112/2000 1/1 [==============================] - 0s 1ms/step - loss: 460.0330 Epoch 113/2000 1/1 [==============================] - 0s 1ms/step - loss: 457.1191 Epoch 114/2000 1/1 [==============================] - 0s 998us/step - loss: 454.2237 Epoch 115/2000 1/1 [==============================] - 0s 2ms/step - loss: 451.3467 Epoch 116/2000 1/1 [==============================] - 0s 1ms/step - loss: 448.4879 Epoch 117/2000 1/1 [==============================] - 0s 1ms/step - loss: 445.6472 Epoch 118/2000 1/1 [==============================] - 0s 2ms/step - loss: 442.8246 Epoch 119/2000 1/1 [==============================] - 0s 1ms/step - loss: 440.0197 Epoch 120/2000 1/1 [==============================] - 0s 1ms/step - loss: 437.2326 Epoch 121/2000 1/1 [==============================] - 0s 2ms/step - loss: 434.4633 Epoch 122/2000 1/1 [==============================] - 0s 2ms/step - loss: 431.7114 Epoch 123/2000 1/1 [==============================] - 0s 1000us/step - loss: 428.9770 Epoch 124/2000 1/1 [==============================] - 0s 1ms/step - loss: 426.2599 Epoch 125/2000 1/1 [==============================] - 0s 1ms/step - loss: 423.5600 Epoch 126/2000 1/1 [==============================] - 0s 1000us/step - loss: 420.8771 Epoch 127/2000 1/1 [==============================] - 0s 2ms/step - loss: 418.2114 Epoch 128/2000 1/1 [==============================] - 0s 2ms/step - loss: 415.5625 Epoch 129/2000 1/1 [==============================] - 0s 2ms/step - loss: 412.9304 Epoch 130/2000 1/1 [==============================] - 0s 999us/step - loss: 410.3150 Epoch 131/2000 1/1 [==============================] - 0s 2ms/step - loss: 407.7161 Epoch 132/2000 1/1 [==============================] - 0s 2ms/step - loss: 405.1337 Epoch 133/2000 1/1 [==============================] - 0s 999us/step - loss: 402.5677 Epoch 134/2000 1/1 [==============================] - 0s 1ms/step - loss: 400.0179 Epoch 135/2000 1/1 [==============================] - 0s 2ms/step - loss: 397.4842 Epoch 136/2000 1/1 [==============================] - 0s 999us/step - loss: 394.9666 Epoch 137/2000 1/1 [==============================] - 0s 999us/step - loss: 392.4649 Epoch 138/2000 1/1 [==============================] - 0s 2ms/step - loss: 389.9792 Epoch 139/2000 1/1 [==============================] - 0s 1000us/step - loss: 387.5092 Epoch 140/2000 1/1 [==============================] - 0s 999us/step - loss: 385.0547 Epoch 141/2000 1/1 [==============================] - 0s 999us/step - loss: 382.6159 Epoch 142/2000 1/1 [==============================] - 0s 2ms/step - loss: 380.1924 Epoch 143/2000 1/1 [==============================] - 0s 1ms/step - loss: 377.7844 Epoch 144/2000 1/1 [==============================] - 0s 1ms/step - loss: 375.3916 Epoch 145/2000 1/1 [==============================] - 0s 1ms/step - loss: 373.0139 Epoch 146/2000 1/1 [==============================] - 0s 1ms/step - loss: 370.6514 Epoch 147/2000 1/1 [==============================] - 0s 999us/step - loss: 368.3037 Epoch 148/2000 1/1 [==============================] - 0s 1000us/step - loss: 365.9710 Epoch 149/2000 1/1 [==============================] - 0s 1ms/step - loss: 363.6531 Epoch 150/2000 1/1 [==============================] - 0s 1ms/step - loss: 361.3499 Epoch 151/2000 1/1 [==============================] - 0s 2ms/step - loss: 359.0612 Epoch 152/2000 1/1 [==============================] - 0s 2ms/step - loss: 356.7869 Epoch 153/2000 1/1 [==============================] - 0s 1ms/step - loss: 354.5272 Epoch 154/2000 1/1 [==============================] - 0s 1ms/step - loss: 352.2817 Epoch 155/2000 1/1 [==============================] - 0s 2ms/step - loss: 350.0505 Epoch 156/2000 1/1 [==============================] - 0s 999us/step - loss: 347.8334 Epoch 157/2000 1/1 [==============================] - 0s 2ms/step - loss: 345.6302 Epoch 158/2000 1/1 [==============================] - 0s 1ms/step - loss: 343.4412 Epoch 159/2000 1/1 [==============================] - 0s 1ms/step - loss: 341.2660 Epoch 160/2000 1/1 [==============================] - 0s 1000us/step - loss: 339.1045 Epoch 161/2000 1/1 [==============================] - 0s 2ms/step - loss: 336.9567 Epoch 162/2000 1/1 [==============================] - 0s 2ms/step - loss: 334.8226 Epoch 163/2000 1/1 [==============================] - 0s 1ms/step - loss: 332.7019 Epoch 164/2000 1/1 [==============================] - 0s 1000us/step - loss: 330.5948 Epoch 165/2000 1/1 [==============================] - 0s 2ms/step - loss: 328.5010 Epoch 166/2000 1/1 [==============================] - 0s 1000us/step - loss: 326.4203 Epoch 167/2000 1/1 [==============================] - 0s 1ms/step - loss: 324.3529 Epoch 168/2000 1/1 [==============================] - 0s 2ms/step - loss: 322.2986 Epoch 169/2000 1/1 [==============================] - 0s 999us/step - loss: 320.2573 Epoch 170/2000 1/1 [==============================] - 0s 1ms/step - loss: 318.2290 Epoch 171/2000 1/1 [==============================] - 0s 2ms/step - loss: 316.2134 Epoch 172/2000 1/1 [==============================] - 0s 1ms/step - loss: 314.2107 Epoch 173/2000 1/1 [==============================] - 0s 1ms/step - loss: 312.2208 Epoch 174/2000 1/1 [==============================] - 0s 2ms/step - loss: 310.2432 Epoch 175/2000 1/1 [==============================] - 0s 1000us/step - loss: 308.2784 Epoch 176/2000 1/1 [==============================] - 0s 1ms/step - loss: 306.3259 Epoch 177/2000 1/1 [==============================] - 0s 1000us/step - loss: 304.3857 Epoch 178/2000 1/1 [==============================] - 0s 1000us/step - loss: 302.4579 Epoch 179/2000 1/1 [==============================] - 0s 1ms/step - loss: 300.5424 Epoch 180/2000 1/1 [==============================] - 0s 999us/step - loss: 298.6389 Epoch 181/2000 1/1 [==============================] - 0s 2ms/step - loss: 296.7475 Epoch 182/2000 1/1 [==============================] - 0s 999us/step - loss: 294.8680 Epoch 183/2000 1/1 [==============================] - 0s 1000us/step - loss: 293.0005 Epoch 184/2000 1/1 [==============================] - 0s 2ms/step - loss: 291.1448 Epoch 185/2000 1/1 [==============================] - 0s 1ms/step - loss: 289.3009 Epoch 186/2000 1/1 [==============================] - 0s 1ms/step - loss: 287.4686 Epoch 187/2000 1/1 [==============================] - 0s 999us/step - loss: 285.6479 Epoch 188/2000 1/1 [==============================] - 0s 1ms/step - loss: 283.8388 Epoch 189/2000 1/1 [==============================] - 0s 1ms/step - loss: 282.0412 Epoch 190/2000 1/1 [==============================] - 0s 2ms/step - loss: 280.2548 Epoch 191/2000 1/1 [==============================] - 0s 999us/step - loss: 278.4799 Epoch 192/2000 1/1 [==============================] - 0s 1ms/step - loss: 276.7162 Epoch 193/2000 1/1 [==============================] - 0s 1ms/step - loss: 274.9637 Epoch 194/2000 1/1 [==============================] - 0s 998us/step - loss: 273.2223 Epoch 195/2000 1/1 [==============================] - 0s 2ms/step - loss: 271.4918 Epoch 196/2000 1/1 [==============================] - 0s 999us/step - loss: 269.7724 Epoch 197/2000 1/1 [==============================] - 0s 1ms/step - loss: 268.0639 Epoch 198/2000
1/1 [==============================] - 0s 1ms/step - loss: 266.3661 Epoch 199/2000 1/1 [==============================] - 0s 2ms/step - loss: 264.6792 Epoch 200/2000 1/1 [==============================] - 0s 1ms/step - loss: 263.0029 Epoch 201/2000 1/1 [==============================] - 0s 999us/step - loss: 261.3373 Epoch 202/2000 1/1 [==============================] - 0s 2ms/step - loss: 259.6821 Epoch 203/2000 1/1 [==============================] - 0s 1ms/step - loss: 258.0376 Epoch 204/2000 1/1 [==============================] - 0s 1ms/step - loss: 256.4033 Epoch 205/2000 1/1 [==============================] - 0s 1ms/step - loss: 254.7795 Epoch 206/2000 1/1 [==============================] - 0s 1ms/step - loss: 253.1659 Epoch 207/2000 1/1 [==============================] - 0s 1ms/step - loss: 251.5626 Epoch 208/2000 1/1 [==============================] - 0s 1ms/step - loss: 249.9693 Epoch 209/2000 1/1 [==============================] - 0s 1000us/step - loss: 248.3863 Epoch 210/2000 1/1 [==============================] - 0s 1000us/step - loss: 246.8132 Epoch 211/2000 1/1 [==============================] - 0s 1ms/step - loss: 245.2501 Epoch 212/2000 1/1 [==============================] - 0s 1ms/step - loss: 243.6969 Epoch 213/2000 1/1 [==============================] - 0s 2ms/step - loss: 242.1536 Epoch 214/2000 1/1 [==============================] - 0s 2ms/step - loss: 240.6200 Epoch 215/2000 1/1 [==============================] - 0s 999us/step - loss: 239.0962 Epoch 216/2000 1/1 [==============================] - 0s 2ms/step - loss: 237.5820 Epoch 217/2000 1/1 [==============================] - 0s 2ms/step - loss: 236.0774 Epoch 218/2000 1/1 [==============================] - 0s 1ms/step - loss: 234.5822 Epoch 219/2000 1/1 [==============================] - 0s 1ms/step - loss: 233.0966 Epoch 220/2000 1/1 [==============================] - 0s 1ms/step - loss: 231.6204 Epoch 221/2000 1/1 [==============================] - 0s 2ms/step - loss: 230.1536 Epoch 222/2000 1/1 [==============================] - 0s 1ms/step - loss: 228.6960 Epoch 223/2000 1/1 [==============================] - 0s 2ms/step - loss: 227.2476 Epoch 224/2000 1/1 [==============================] - 0s 1ms/step - loss: 225.8085 Epoch 225/2000 1/1 [==============================] - 0s 2ms/step - loss: 224.3785 Epoch 226/2000 1/1 [==============================] - 0s 1ms/step - loss: 222.9575 Epoch 227/2000 1/1 [==============================] - 0s 1ms/step - loss: 221.5455 Epoch 228/2000 1/1 [==============================] - 0s 2ms/step - loss: 220.1425 Epoch 229/2000 1/1 [==============================] - 0s 2ms/step - loss: 218.7484 Epoch 230/2000 1/1 [==============================] - 0s 999us/step - loss: 217.3631 Epoch 231/2000 1/1 [==============================] - 0s 1ms/step - loss: 215.9865 Epoch 232/2000 1/1 [==============================] - 0s 1000us/step - loss: 214.6187 Epoch 233/2000 1/1 [==============================] - 0s 1000us/step - loss: 213.2596 Epoch 234/2000 1/1 [==============================] - 0s 1ms/step - loss: 211.9090 Epoch 235/2000 1/1 [==============================] - 0s 1ms/step - loss: 210.5670 Epoch 236/2000 1/1 [==============================] - 0s 1ms/step - loss: 209.2335 Epoch 237/2000 1/1 [==============================] - 0s 1ms/step - loss: 207.9085 Epoch 238/2000 1/1 [==============================] - 0s 1ms/step - loss: 206.5919 Epoch 239/2000 1/1 [==============================] - 0s 2ms/step - loss: 205.2836 Epoch 240/2000 1/1 [==============================] - 0s 1ms/step - loss: 203.9836 Epoch 241/2000 1/1 [==============================] - 0s 1ms/step - loss: 202.6918 Epoch 242/2000 1/1 [==============================] - 0s 1ms/step - loss: 201.4082 Epoch 243/2000 1/1 [==============================] - 0s 1ms/step - loss: 200.1328 Epoch 244/2000 1/1 [==============================] - 0s 2ms/step - loss: 198.8654 Epoch 245/2000 1/1 [==============================] - 0s 1ms/step - loss: 197.6060 Epoch 246/2000 1/1 [==============================] - 0s 2ms/step - loss: 196.3547 Epoch 247/2000 1/1 [==============================] - 0s 1ms/step - loss: 195.1112 Epoch 248/2000 1/1 [==============================] - 0s 1ms/step - loss: 193.8756 Epoch 249/2000 1/1 [==============================] - 0s 2ms/step - loss: 192.6479 Epoch 250/2000 1/1 [==============================] - 0s 1ms/step - loss: 191.4279 Epoch 251/2000 1/1 [==============================] - 0s 2ms/step - loss: 190.2158 Epoch 252/2000 1/1 [==============================] - 0s 999us/step - loss: 189.0112 Epoch 253/2000 1/1 [==============================] - 0s 2ms/step - loss: 187.8142 Epoch 254/2000 1/1 [==============================] - 0s 2ms/step - loss: 186.6249 Epoch 255/2000 1/1 [==============================] - 0s 1ms/step - loss: 185.4431 Epoch 256/2000 1/1 [==============================] - 0s 1ms/step - loss: 184.2688 Epoch 257/2000 1/1 [==============================] - 0s 2ms/step - loss: 183.1019 Epoch 258/2000 1/1 [==============================] - 0s 1ms/step - loss: 181.9424 Epoch 259/2000 1/1 [==============================] - 0s 999us/step - loss: 180.7903 Epoch 260/2000 1/1 [==============================] - 0s 1ms/step - loss: 179.6454 Epoch 261/2000 1/1 [==============================] - 0s 1ms/step - loss: 178.5078 Epoch 262/2000 1/1 [==============================] - 0s 1ms/step - loss: 177.3774 Epoch 263/2000 1/1 [==============================] - 0s 1ms/step - loss: 176.2542 Epoch 264/2000 1/1 [==============================] - 0s 2ms/step - loss: 175.1381 Epoch 265/2000 1/1 [==============================] - 0s 1ms/step - loss: 174.0291 Epoch 266/2000 1/1 [==============================] - 0s 999us/step - loss: 172.9271 Epoch 267/2000 1/1 [==============================] - 0s 1ms/step - loss: 171.8321 Epoch 268/2000 1/1 [==============================] - 0s 1ms/step - loss: 170.7440 Epoch 269/2000 1/1 [==============================] - 0s 1ms/step - loss: 169.6628 Epoch 270/2000 1/1 [==============================] - 0s 1ms/step - loss: 168.5883 Epoch 271/2000 1/1 [==============================] - 0s 1ms/step - loss: 167.5208 Epoch 272/2000 1/1 [==============================] - 0s 2ms/step - loss: 166.4600 Epoch 273/2000 1/1 [==============================] - 0s 2ms/step - loss: 165.4060 Epoch 274/2000 1/1 [==============================] - 0s 2ms/step - loss: 164.3586 Epoch 275/2000 1/1 [==============================] - 0s 1ms/step - loss: 163.3178 Epoch 276/2000 1/1 [==============================] - 0s 1ms/step - loss: 162.2837 Epoch 277/2000 1/1 [==============================] - 0s 1ms/step - loss: 161.2561 Epoch 278/2000 1/1 [==============================] - 0s 1000us/step - loss: 160.2350 Epoch 279/2000 1/1 [==============================] - 0s 1ms/step - loss: 159.2204 Epoch 280/2000 1/1 [==============================] - 0s 1ms/step - loss: 158.2122 Epoch 281/2000 1/1 [==============================] - 0s 999us/step - loss: 157.2103 Epoch 282/2000 1/1 [==============================] - 0s 1ms/step - loss: 156.2149 Epoch 283/2000 1/1 [==============================] - 0s 1ms/step - loss: 155.2258 Epoch 284/2000 1/1 [==============================] - 0s 1ms/step - loss: 154.2429 Epoch 285/2000 1/1 [==============================] - 0s 2ms/step - loss: 153.2662 Epoch 286/2000 1/1 [==============================] - 0s 2ms/step - loss: 152.2957 Epoch 287/2000 1/1 [==============================] - 0s 2ms/step - loss: 151.3313 Epoch 288/2000 1/1 [==============================] - 0s 1ms/step - loss: 150.3732 Epoch 289/2000 1/1 [==============================] - 0s 2ms/step - loss: 149.4210 Epoch 290/2000 1/1 [==============================] - 0s 1000us/step - loss: 148.4749 Epoch 291/2000 1/1 [==============================] - 0s 1000us/step - loss: 147.5348 Epoch 292/2000 1/1 [==============================] - 0s 1ms/step - loss: 146.6006 Epoch 293/2000 1/1 [==============================] - 0s 2ms/step - loss: 145.6723 Epoch 294/2000 1/1 [==============================] - 0s 2ms/step - loss: 144.7499 Epoch 295/2000 1/1 [==============================] - 0s 998us/step - loss: 143.8333 Epoch 296/2000 1/1 [==============================] - 0s 1ms/step - loss: 142.9226 Epoch 297/2000 1/1 [==============================] - 0s 2ms/step - loss: 142.0177 Epoch 298/2000 1/1 [==============================] - 0s 1ms/step - loss: 141.1185 Epoch 299/2000 1/1 [==============================] - 0s 1ms/step - loss: 140.2249 Epoch 300/2000 1/1 [==============================] - 0s 1ms/step - loss: 139.3370 Epoch 301/2000 1/1 [==============================] - 0s 1ms/step - loss: 138.4548 Epoch 302/2000 1/1 [==============================] - 0s 2ms/step - loss: 137.5781 Epoch 303/2000 1/1 [==============================] - 0s 999us/step - loss: 136.7071 Epoch 304/2000 1/1 [==============================] - 0s 1ms/step - loss: 135.8415 Epoch 305/2000 1/1 [==============================] - 0s 1000us/step - loss: 134.9814 Epoch 306/2000 1/1 [==============================] - 0s 1ms/step - loss: 134.1268 Epoch 307/2000 1/1 [==============================] - 0s 1ms/step - loss: 133.2775 Epoch 308/2000 1/1 [==============================] - 0s 1ms/step - loss: 132.4337 Epoch 309/2000 1/1 [==============================] - 0s 999us/step - loss: 131.5952 Epoch 310/2000 1/1 [==============================] - 0s 2ms/step - loss: 130.7620 Epoch 311/2000 1/1 [==============================] - 0s 1ms/step - loss: 129.9341 Epoch 312/2000 1/1 [==============================] - 0s 1ms/step - loss: 129.1114 Epoch 313/2000 1/1 [==============================] - 0s 2ms/step - loss: 128.2939 Epoch 314/2000 1/1 [==============================] - 0s 1ms/step - loss: 127.4816 Epoch 315/2000 1/1 [==============================] - 0s 1ms/step - loss: 126.6745 Epoch 316/2000 1/1 [==============================] - 0s 1ms/step - loss: 125.8725 Epoch 317/2000 1/1 [==============================] - 0s 1ms/step - loss: 125.0755 Epoch 318/2000 1/1 [==============================] - 0s 1ms/step - loss: 124.2836 Epoch 319/2000 1/1 [==============================] - 0s 2ms/step - loss: 123.4968 Epoch 320/2000 1/1 [==============================] - 0s 2ms/step - loss: 122.7149 Epoch 321/2000 1/1 [==============================] - 0s 1000us/step - loss: 121.9379 Epoch 322/2000 1/1 [==============================] - 0s 1ms/step - loss: 121.1659 Epoch 323/2000 1/1 [==============================] - 0s 2ms/step - loss: 120.3988 Epoch 324/2000 1/1 [==============================] - 0s 1ms/step - loss: 119.6365 Epoch 325/2000 1/1 [==============================] - 0s 1ms/step - loss: 118.8791 Epoch 326/2000 1/1 [==============================] - 0s 1ms/step - loss: 118.1264 Epoch 327/2000 1/1 [==============================] - 0s 1ms/step - loss: 117.3786 Epoch 328/2000 1/1 [==============================] - 0s 1ms/step - loss: 116.6354 Epoch 329/2000 1/1 [==============================] - 0s 1ms/step - loss: 115.8970 Epoch 330/2000 1/1 [==============================] - 0s 2ms/step - loss: 115.1633 Epoch 331/2000 1/1 [==============================] - 0s 998us/step - loss: 114.4342 Epoch 332/2000 1/1 [==============================] - 0s 2ms/step - loss: 113.7097 Epoch 333/2000 1/1 [==============================] - 0s 1ms/step - loss: 112.9898 Epoch 334/2000 1/1 [==============================] - 0s 1ms/step - loss: 112.2745 Epoch 335/2000 1/1 [==============================] - 0s 1000us/step - loss: 111.5637 Epoch 336/2000 1/1 [==============================] - 0s 999us/step - loss: 110.8574 Epoch 337/2000 1/1 [==============================] - 0s 1ms/step - loss: 110.1555 Epoch 338/2000 1/1 [==============================] - 0s 1000us/step - loss: 109.4582 Epoch 339/2000 1/1 [==============================] - 0s 1ms/step - loss: 108.7652 Epoch 340/2000 1/1 [==============================] - 0s 2ms/step - loss: 108.0767 Epoch 341/2000 1/1 [==============================] - 0s 998us/step - loss: 107.3924 Epoch 342/2000 1/1 [==============================] - 0s 1ms/step - loss: 106.7126 Epoch 343/2000 1/1 [==============================] - 0s 1ms/step - loss: 106.0370 Epoch 344/2000 1/1 [==============================] - 0s 1ms/step - loss: 105.3657 Epoch 345/2000 1/1 [==============================] - 0s 1ms/step - loss: 104.6986 Epoch 346/2000 1/1 [==============================] - 0s 998us/step - loss: 104.0359 Epoch 347/2000 1/1 [==============================] - 0s 2ms/step - loss: 103.3772 Epoch 348/2000 1/1 [==============================] - 0s 1ms/step - loss: 102.7228 Epoch 349/2000 1/1 [==============================] - 0s 1ms/step - loss: 102.0725 Epoch 350/2000 1/1 [==============================] - 0s 2ms/step - loss: 101.4264 Epoch 351/2000 1/1 [==============================] - 0s 999us/step - loss: 100.7843 Epoch 352/2000 1/1 [==============================] - 0s 999us/step - loss: 100.1463 Epoch 353/2000 1/1 [==============================] - 0s 2ms/step - loss: 99.5123 Epoch 354/2000 1/1 [==============================] - 0s 999us/step - loss: 98.8824 Epoch 355/2000 1/1 [==============================] - 0s 1ms/step - loss: 98.2564 Epoch 356/2000 1/1 [==============================] - 0s 2ms/step - loss: 97.6344 Epoch 357/2000 1/1 [==============================] - 0s 1ms/step - loss: 97.0163 Epoch 358/2000 1/1 [==============================] - 0s 1ms/step - loss: 96.4022 Epoch 359/2000 1/1 [==============================] - 0s 1ms/step - loss: 95.7919 Epoch 360/2000 1/1 [==============================] - 0s 2ms/step - loss: 95.1855 Epoch 361/2000 1/1 [==============================] - 0s 2ms/step - loss: 94.5830 Epoch 362/2000 1/1 [==============================] - 0s 999us/step - loss: 93.9843 Epoch 363/2000 1/1 [==============================] - 0s 1ms/step - loss: 93.3893 Epoch 364/2000 1/1 [==============================] - 0s 1ms/step - loss: 92.7982 Epoch 365/2000 1/1 [==============================] - 0s 2ms/step - loss: 92.2107 Epoch 366/2000 1/1 [==============================] - 0s 983us/step - loss: 91.6270 Epoch 367/2000 1/1 [==============================] - 0s 1ms/step - loss: 91.0471 Epoch 368/2000 1/1 [==============================] - 0s 2ms/step - loss: 90.4708 Epoch 369/2000 1/1 [==============================] - 0s 2ms/step - loss: 89.8981 Epoch 370/2000 1/1 [==============================] - 0s 1ms/step - loss: 89.3290 Epoch 371/2000 1/1 [==============================] - 0s 1ms/step - loss: 88.7635 Epoch 372/2000 1/1 [==============================] - 0s 2ms/step - loss: 88.2017 Epoch 373/2000 1/1 [==============================] - 0s 2ms/step - loss: 87.6434 Epoch 374/2000 1/1 [==============================] - 0s 2ms/step - loss: 87.0886 Epoch 375/2000 1/1 [==============================] - 0s 1ms/step - loss: 86.5374 Epoch 376/2000 1/1 [==============================] - 0s 1000us/step - loss: 85.9897 Epoch 377/2000 1/1 [==============================] - 0s 1ms/step - loss: 85.4454 Epoch 378/2000 1/1 [==============================] - 0s 2ms/step - loss: 84.9045 Epoch 379/2000 1/1 [==============================] - 0s 1ms/step - loss: 84.3671 Epoch 380/2000 1/1 [==============================] - 0s 2ms/step - loss: 83.8331 Epoch 381/2000 1/1 [==============================] - 0s 2ms/step - loss: 83.3025 Epoch 382/2000 1/1 [==============================] - 0s 999us/step - loss: 82.7752 Epoch 383/2000 1/1 [==============================] - 0s 1ms/step - loss: 82.2513 Epoch 384/2000 1/1 [==============================] - 0s 1000us/step - loss: 81.7307 Epoch 385/2000 1/1 [==============================] - 0s 1ms/step - loss: 81.2133 Epoch 386/2000 1/1 [==============================] - 0s 998us/step - loss: 80.6993 Epoch 387/2000 1/1 [==============================] - 0s 1ms/step - loss: 80.1885 Epoch 388/2000 1/1 [==============================] - 0s 1000us/step - loss: 79.6811 Epoch 389/2000 1/1 [==============================] - 0s 2ms/step - loss: 79.1768 Epoch 390/2000 1/1 [==============================] - 0s 1ms/step - loss: 78.6756 Epoch 391/2000 1/1 [==============================] - 0s 2ms/step - loss: 78.1777 Epoch 392/2000 1/1 [==============================] - 0s 1000us/step - loss: 77.6829 Epoch 393/2000 1/1 [==============================] - 0s 2ms/step - loss: 77.1912 Epoch 394/2000
1/1 [==============================] - 0s 1ms/step - loss: 76.7026 Epoch 395/2000 1/1 [==============================] - 0s 999us/step - loss: 76.2172 Epoch 396/2000 1/1 [==============================] - 0s 999us/step - loss: 75.7348 Epoch 397/2000 1/1 [==============================] - 0s 1000us/step - loss: 75.2555 Epoch 398/2000 1/1 [==============================] - 0s 2ms/step - loss: 74.7792 Epoch 399/2000 1/1 [==============================] - 0s 1ms/step - loss: 74.3059 Epoch 400/2000 1/1 [==============================] - 0s 2ms/step - loss: 73.8356 Epoch 401/2000 1/1 [==============================] - 0s 1ms/step - loss: 73.3683 Epoch 402/2000 1/1 [==============================] - 0s 1000us/step - loss: 72.9040 Epoch 403/2000 1/1 [==============================] - 0s 998us/step - loss: 72.4426 Epoch 404/2000 1/1 [==============================] - 0s 2ms/step - loss: 71.9841 Epoch 405/2000 1/1 [==============================] - 0s 1ms/step - loss: 71.5285 Epoch 406/2000 1/1 [==============================] - 0s 2ms/step - loss: 71.0759 Epoch 407/2000 1/1 [==============================] - 0s 2ms/step - loss: 70.6261 Epoch 408/2000 1/1 [==============================] - 0s 997us/step - loss: 70.1791 Epoch 409/2000 1/1 [==============================] - 0s 1ms/step - loss: 69.7350 Epoch 410/2000 1/1 [==============================] - 0s 2ms/step - loss: 69.2937 Epoch 411/2000 1/1 [==============================] - 0s 2ms/step - loss: 68.8551 Epoch 412/2000 1/1 [==============================] - 0s 2ms/step - loss: 68.4194 Epoch 413/2000 1/1 [==============================] - 0s 1000us/step - loss: 67.9864 Epoch 414/2000 1/1 [==============================] - 0s 2ms/step - loss: 67.5562 Epoch 415/2000 1/1 [==============================] - 0s 1000us/step - loss: 67.1287 Epoch 416/2000 1/1 [==============================] - 0s 1ms/step - loss: 66.7038 Epoch 417/2000 1/1 [==============================] - 0s 1ms/step - loss: 66.2818 Epoch 418/2000 1/1 [==============================] - 0s 2ms/step - loss: 65.8623 Epoch 419/2000 1/1 [==============================] - 0s 2ms/step - loss: 65.4455 Epoch 420/2000 1/1 [==============================] - 0s 999us/step - loss: 65.0314 Epoch 421/2000 1/1 [==============================] - 0s 2ms/step - loss: 64.6198 Epoch 422/2000 1/1 [==============================] - 0s 998us/step - loss: 64.2109 Epoch 423/2000 1/1 [==============================] - 0s 2ms/step - loss: 63.8046 Epoch 424/2000 1/1 [==============================] - 0s 1ms/step - loss: 63.4008 Epoch 425/2000 1/1 [==============================] - 0s 999us/step - loss: 62.9997 Epoch 426/2000 1/1 [==============================] - 0s 1ms/step - loss: 62.6010 Epoch 427/2000 1/1 [==============================] - 0s 1000us/step - loss: 62.2049 Epoch 428/2000 1/1 [==============================] - 0s 2ms/step - loss: 61.8113 Epoch 429/2000 1/1 [==============================] - 0s 2ms/step - loss: 61.4202 Epoch 430/2000 1/1 [==============================] - 0s 1ms/step - loss: 61.0315 Epoch 431/2000 1/1 [==============================] - 0s 1ms/step - loss: 60.6453 Epoch 432/2000 1/1 [==============================] - 0s 1ms/step - loss: 60.2616 Epoch 433/2000 1/1 [==============================] - 0s 2ms/step - loss: 59.8803 Epoch 434/2000 1/1 [==============================] - 0s 2ms/step - loss: 59.5014 Epoch 435/2000 1/1 [==============================] - 0s 1ms/step - loss: 59.1250 Epoch 436/2000 1/1 [==============================] - 0s 1ms/step - loss: 58.7509 Epoch 437/2000 1/1 [==============================] - 0s 1000us/step - loss: 58.3791 Epoch 438/2000 1/1 [==============================] - 0s 2ms/step - loss: 58.0098 Epoch 439/2000 1/1 [==============================] - 0s 2ms/step - loss: 57.6427 Epoch 440/2000 1/1 [==============================] - 0s 2ms/step - loss: 57.2780 Epoch 441/2000 1/1 [==============================] - 0s 998us/step - loss: 56.9156 Epoch 442/2000 1/1 [==============================] - 0s 1ms/step - loss: 56.5555 Epoch 443/2000 1/1 [==============================] - 0s 2ms/step - loss: 56.1977 Epoch 444/2000 1/1 [==============================] - 0s 1ms/step - loss: 55.8421 Epoch 445/2000 1/1 [==============================] - 0s 1ms/step - loss: 55.4888 Epoch 446/2000 1/1 [==============================] - 0s 2ms/step - loss: 55.1378 Epoch 447/2000 1/1 [==============================] - 0s 997us/step - loss: 54.7889 Epoch 448/2000 1/1 [==============================] - 0s 999us/step - loss: 54.4423 Epoch 449/2000 1/1 [==============================] - 0s 2ms/step - loss: 54.0978 Epoch 450/2000 1/1 [==============================] - 0s 1ms/step - loss: 53.7556 Epoch 451/2000 1/1 [==============================] - 0s 1ms/step - loss: 53.4155 Epoch 452/2000 1/1 [==============================] - 0s 7ms/step - loss: 53.0776 Epoch 453/2000 1/1 [==============================] - 0s 1ms/step - loss: 52.7418 Epoch 454/2000 1/1 [==============================] - 0s 2ms/step - loss: 52.4081 Epoch 455/2000 1/1 [==============================] - 0s 1ms/step - loss: 52.0766 Epoch 456/2000 1/1 [==============================] - 0s 1ms/step - loss: 51.7471 Epoch 457/2000 1/1 [==============================] - 0s 1ms/step - loss: 51.4198 Epoch 458/2000 1/1 [==============================] - 0s 1ms/step - loss: 51.0945 Epoch 459/2000 1/1 [==============================] - 0s 2ms/step - loss: 50.7712 Epoch 460/2000 1/1 [==============================] - 0s 1000us/step - loss: 50.4500 Epoch 461/2000 1/1 [==============================] - 0s 2ms/step - loss: 50.1309 Epoch 462/2000 1/1 [==============================] - 0s 2ms/step - loss: 49.8138 Epoch 463/2000 1/1 [==============================] - 0s 1ms/step - loss: 49.4986 Epoch 464/2000 1/1 [==============================] - 0s 1ms/step - loss: 49.1855 Epoch 465/2000 1/1 [==============================] - 0s 1000us/step - loss: 48.8744 Epoch 466/2000 1/1 [==============================] - 0s 1ms/step - loss: 48.5652 Epoch 467/2000 1/1 [==============================] - 0s 998us/step - loss: 48.2580 Epoch 468/2000 1/1 [==============================] - 0s 1ms/step - loss: 47.9528 Epoch 469/2000 1/1 [==============================] - 0s 1ms/step - loss: 47.6494 Epoch 470/2000 1/1 [==============================] - 0s 1ms/step - loss: 47.3480 Epoch 471/2000 1/1 [==============================] - 0s 2ms/step - loss: 47.0485 Epoch 472/2000 1/1 [==============================] - 0s 999us/step - loss: 46.7510 Epoch 473/2000 1/1 [==============================] - 0s 1000us/step - loss: 46.4552 Epoch 474/2000 1/1 [==============================] - 0s 1000us/step - loss: 46.1614 Epoch 475/2000 1/1 [==============================] - 0s 1ms/step - loss: 45.8694 Epoch 476/2000 1/1 [==============================] - 0s 1ms/step - loss: 45.5793 Epoch 477/2000 1/1 [==============================] - 0s 999us/step - loss: 45.2910 Epoch 478/2000 1/1 [==============================] - 0s 2ms/step - loss: 45.0046 Epoch 479/2000 1/1 [==============================] - 0s 999us/step - loss: 44.7199 Epoch 480/2000 1/1 [==============================] - 0s 2ms/step - loss: 44.4370 Epoch 481/2000 1/1 [==============================] - 0s 999us/step - loss: 44.1560 Epoch 482/2000 1/1 [==============================] - 0s 1ms/step - loss: 43.8767 Epoch 483/2000 1/1 [==============================] - 0s 2ms/step - loss: 43.5992 Epoch 484/2000 1/1 [==============================] - 0s 999us/step - loss: 43.3235 Epoch 485/2000 1/1 [==============================] - 0s 1ms/step - loss: 43.0495 Epoch 486/2000 1/1 [==============================] - 0s 998us/step - loss: 42.7772 Epoch 487/2000 1/1 [==============================] - 0s 999us/step - loss: 42.5066 Epoch 488/2000 1/1 [==============================] - 0s 1ms/step - loss: 42.2378 Epoch 489/2000 1/1 [==============================] - 0s 1ms/step - loss: 41.9707 Epoch 490/2000 1/1 [==============================] - 0s 1ms/step - loss: 41.7053 Epoch 491/2000 1/1 [==============================] - 0s 1ms/step - loss: 41.4415 Epoch 492/2000 1/1 [==============================] - 0s 999us/step - loss: 41.1795 Epoch 493/2000 1/1 [==============================] - 0s 2ms/step - loss: 40.9190 Epoch 494/2000 1/1 [==============================] - 0s 1ms/step - loss: 40.6603 Epoch 495/2000 1/1 [==============================] - 0s 2ms/step - loss: 40.4031 Epoch 496/2000 1/1 [==============================] - 0s 997us/step - loss: 40.1477 Epoch 497/2000 1/1 [==============================] - 0s 1ms/step - loss: 39.8938 Epoch 498/2000 1/1 [==============================] - 0s 998us/step - loss: 39.6415 Epoch 499/2000 1/1 [==============================] - 0s 1ms/step - loss: 39.3908 Epoch 500/2000 1/1 [==============================] - 0s 999us/step - loss: 39.1417 Epoch 501/2000 1/1 [==============================] - 0s 1ms/step - loss: 38.8942 Epoch 502/2000 1/1 [==============================] - 0s 1ms/step - loss: 38.6483 Epoch 503/2000 1/1 [==============================] - 0s 1ms/step - loss: 38.4039 Epoch 504/2000 1/1 [==============================] - 0s 1ms/step - loss: 38.1611 Epoch 505/2000 1/1 [==============================] - 0s 1000us/step - loss: 37.9198 Epoch 506/2000 1/1 [==============================] - 0s 1ms/step - loss: 37.6800 Epoch 507/2000 1/1 [==============================] - 0s 1ms/step - loss: 37.4418 Epoch 508/2000 1/1 [==============================] - 0s 2ms/step - loss: 37.2050 Epoch 509/2000 1/1 [==============================] - 0s 1ms/step - loss: 36.9698 Epoch 510/2000 1/1 [==============================] - 0s 1ms/step - loss: 36.7361 Epoch 511/2000 1/1 [==============================] - 0s 1000us/step - loss: 36.5038 Epoch 512/2000 1/1 [==============================] - 0s 1ms/step - loss: 36.2730 Epoch 513/2000 1/1 [==============================] - 0s 1000us/step - loss: 36.0436 Epoch 514/2000 1/1 [==============================] - 0s 2ms/step - loss: 35.8158 Epoch 515/2000 1/1 [==============================] - 0s 1ms/step - loss: 35.5893 Epoch 516/2000 1/1 [==============================] - 0s 1ms/step - loss: 35.3643 Epoch 517/2000 1/1 [==============================] - 0s 1ms/step - loss: 35.1407 Epoch 518/2000 1/1 [==============================] - 0s 1ms/step - loss: 34.9186 Epoch 519/2000 1/1 [==============================] - 0s 1ms/step - loss: 34.6978 Epoch 520/2000 1/1 [==============================] - 0s 1ms/step - loss: 34.4785 Epoch 521/2000 1/1 [==============================] - 0s 2ms/step - loss: 34.2605 Epoch 522/2000 1/1 [==============================] - 0s 1ms/step - loss: 34.0439 Epoch 523/2000 1/1 [==============================] - 0s 999us/step - loss: 33.8287 Epoch 524/2000 1/1 [==============================] - 0s 1ms/step - loss: 33.6148 Epoch 525/2000 1/1 [==============================] - 0s 1ms/step - loss: 33.4023 Epoch 526/2000 1/1 [==============================] - 0s 2ms/step - loss: 33.1912 Epoch 527/2000 1/1 [==============================] - 0s 2ms/step - loss: 32.9814 Epoch 528/2000 1/1 [==============================] - 0s 1ms/step - loss: 32.7729 Epoch 529/2000 1/1 [==============================] - 0s 2ms/step - loss: 32.5657 Epoch 530/2000 1/1 [==============================] - 0s 1ms/step - loss: 32.3599 Epoch 531/2000 1/1 [==============================] - 0s 1ms/step - loss: 32.1554 Epoch 532/2000 1/1 [==============================] - 0s 2ms/step - loss: 31.9521 Epoch 533/2000 1/1 [==============================] - 0s 1ms/step - loss: 31.7501 Epoch 534/2000 1/1 [==============================] - 0s 1ms/step - loss: 31.5494 Epoch 535/2000 1/1 [==============================] - 0s 1ms/step - loss: 31.3500 Epoch 536/2000 1/1 [==============================] - 0s 999us/step - loss: 31.1518 Epoch 537/2000 1/1 [==============================] - 0s 998us/step - loss: 30.9549 Epoch 538/2000 1/1 [==============================] - 0s 999us/step - loss: 30.7593 Epoch 539/2000 1/1 [==============================] - 0s 998us/step - loss: 30.5649 Epoch 540/2000 1/1 [==============================] - 0s 1ms/step - loss: 30.3717 Epoch 541/2000 1/1 [==============================] - 0s 1ms/step - loss: 30.1798 Epoch 542/2000 1/1 [==============================] - 0s 1ms/step - loss: 29.9891 Epoch 543/2000 1/1 [==============================] - 0s 2ms/step - loss: 29.7995 Epoch 544/2000 1/1 [==============================] - 0s 2ms/step - loss: 29.6112 Epoch 545/2000 1/1 [==============================] - 0s 1ms/step - loss: 29.4241 Epoch 546/2000 1/1 [==============================] - 0s 1ms/step - loss: 29.2381 Epoch 547/2000 1/1 [==============================] - 0s 1ms/step - loss: 29.0534 Epoch 548/2000 1/1 [==============================] - 0s 1ms/step - loss: 28.8697 Epoch 549/2000 1/1 [==============================] - 0s 1ms/step - loss: 28.6873 Epoch 550/2000 1/1 [==============================] - 0s 1ms/step - loss: 28.5060 Epoch 551/2000 1/1 [==============================] - 0s 1000us/step - loss: 28.3259 Epoch 552/2000 1/1 [==============================] - 0s 1ms/step - loss: 28.1469 Epoch 553/2000 1/1 [==============================] - 0s 2ms/step - loss: 27.9691 Epoch 554/2000 1/1 [==============================] - 0s 2ms/step - loss: 27.7923 Epoch 555/2000 1/1 [==============================] - 0s 1ms/step - loss: 27.6167 Epoch 556/2000 1/1 [==============================] - 0s 1ms/step - loss: 27.4422 Epoch 557/2000 1/1 [==============================] - 0s 2ms/step - loss: 27.2688 Epoch 558/2000 1/1 [==============================] - 0s 6ms/step - loss: 27.0965 Epoch 559/2000 1/1 [==============================] - 0s 1ms/step - loss: 26.9253 Epoch 560/2000 1/1 [==============================] - 0s 2ms/step - loss: 26.7552 Epoch 561/2000 1/1 [==============================] - 0s 1ms/step - loss: 26.5862 Epoch 562/2000 1/1 [==============================] - 0s 2ms/step - loss: 26.4182 Epoch 563/2000 1/1 [==============================] - 0s 1ms/step - loss: 26.2513 Epoch 564/2000 1/1 [==============================] - 0s 2ms/step - loss: 26.0855 Epoch 565/2000 1/1 [==============================] - 0s 2ms/step - loss: 25.9207 Epoch 566/2000 1/1 [==============================] - 0s 2ms/step - loss: 25.7569 Epoch 567/2000 1/1 [==============================] - 0s 2ms/step - loss: 25.5942 Epoch 568/2000 1/1 [==============================] - 0s 1ms/step - loss: 25.4325 Epoch 569/2000 1/1 [==============================] - 0s 1ms/step - loss: 25.2718 Epoch 570/2000 1/1 [==============================] - 0s 2ms/step - loss: 25.1122 Epoch 571/2000 1/1 [==============================] - 0s 1ms/step - loss: 24.9536 Epoch 572/2000 1/1 [==============================] - 0s 2ms/step - loss: 24.7959 Epoch 573/2000 1/1 [==============================] - 0s 1ms/step - loss: 24.6393 Epoch 574/2000 1/1 [==============================] - 0s 1ms/step - loss: 24.4836 Epoch 575/2000 1/1 [==============================] - 0s 2ms/step - loss: 24.3290 Epoch 576/2000 1/1 [==============================] - 0s 1ms/step - loss: 24.1753 Epoch 577/2000 1/1 [==============================] - 0s 998us/step - loss: 24.0227 Epoch 578/2000 1/1 [==============================] - 0s 1ms/step - loss: 23.8709 Epoch 579/2000 1/1 [==============================] - 0s 1ms/step - loss: 23.7202 Epoch 580/2000 1/1 [==============================] - 0s 1000us/step - loss: 23.5704 Epoch 581/2000 1/1 [==============================] - 0s 1ms/step - loss: 23.4215 Epoch 582/2000 1/1 [==============================] - 0s 1ms/step - loss: 23.2736 Epoch 583/2000 1/1 [==============================] - 0s 999us/step - loss: 23.1266 Epoch 584/2000 1/1 [==============================] - 0s 2ms/step - loss: 22.9805 Epoch 585/2000 1/1 [==============================] - 0s 1000us/step - loss: 22.8354 Epoch 586/2000 1/1 [==============================] - 0s 998us/step - loss: 22.6912 Epoch 587/2000 1/1 [==============================] - 0s 1ms/step - loss: 22.5479 Epoch 588/2000 1/1 [==============================] - 0s 2ms/step - loss: 22.4055 Epoch 589/2000 1/1 [==============================] - 0s 2ms/step - loss: 22.2640 Epoch 590/2000 1/1 [==============================] - 0s 2ms/step - loss: 22.1234 Epoch 591/2000 1/1 [==============================] - 0s 2ms/step - loss: 21.9837 Epoch 592/2000
1/1 [==============================] - 0s 2ms/step - loss: 21.8449 Epoch 593/2000 1/1 [==============================] - 0s 1ms/step - loss: 21.7070 Epoch 594/2000 1/1 [==============================] - 0s 1ms/step - loss: 21.5699 Epoch 595/2000 1/1 [==============================] - 0s 1000us/step - loss: 21.4337 Epoch 596/2000 1/1 [==============================] - 0s 1ms/step - loss: 21.2984 Epoch 597/2000 1/1 [==============================] - 0s 1ms/step - loss: 21.1640 Epoch 598/2000 1/1 [==============================] - 0s 2ms/step - loss: 21.0303 Epoch 599/2000 1/1 [==============================] - 0s 2ms/step - loss: 20.8976 Epoch 600/2000 1/1 [==============================] - 0s 998us/step - loss: 20.7656 Epoch 601/2000 1/1 [==============================] - 0s 1000us/step - loss: 20.6345 Epoch 602/2000 1/1 [==============================] - 0s 1ms/step - loss: 20.5043 Epoch 603/2000 1/1 [==============================] - 0s 1ms/step - loss: 20.3748 Epoch 604/2000 1/1 [==============================] - 0s 2ms/step - loss: 20.2462 Epoch 605/2000 1/1 [==============================] - 0s 2ms/step - loss: 20.1184 Epoch 606/2000 1/1 [==============================] - 0s 1ms/step - loss: 19.9914 Epoch 607/2000 1/1 [==============================] - 0s 2ms/step - loss: 19.8652 Epoch 608/2000 1/1 [==============================] - 0s 2ms/step - loss: 19.7398 Epoch 609/2000 1/1 [==============================] - 0s 2ms/step - loss: 19.6152 Epoch 610/2000 1/1 [==============================] - 0s 2ms/step - loss: 19.4914 Epoch 611/2000 1/1 [==============================] - 0s 1ms/step - loss: 19.3684 Epoch 612/2000 1/1 [==============================] - 0s 2ms/step - loss: 19.2462 Epoch 613/2000 1/1 [==============================] - 0s 1000us/step - loss: 19.1247 Epoch 614/2000 1/1 [==============================] - 0s 998us/step - loss: 19.0040 Epoch 615/2000 1/1 [==============================] - 0s 1ms/step - loss: 18.8840 Epoch 616/2000 1/1 [==============================] - 0s 2ms/step - loss: 18.7649 Epoch 617/2000 1/1 [==============================] - 0s 1ms/step - loss: 18.6465 Epoch 618/2000 1/1 [==============================] - 0s 1ms/step - loss: 18.5288 Epoch 619/2000 1/1 [==============================] - 0s 2ms/step - loss: 18.4119 Epoch 620/2000 1/1 [==============================] - 0s 2ms/step - loss: 18.2957 Epoch 621/2000 1/1 [==============================] - 0s 1ms/step - loss: 18.1802 Epoch 622/2000 1/1 [==============================] - 0s 1ms/step - loss: 18.0655 Epoch 623/2000 1/1 [==============================] - 0s 1ms/step - loss: 17.9515 Epoch 624/2000 1/1 [==============================] - 0s 1ms/step - loss: 17.8383 Epoch 625/2000 1/1 [==============================] - 0s 2ms/step - loss: 17.7257 Epoch 626/2000 1/1 [==============================] - 0s 2ms/step - loss: 17.6139 Epoch 627/2000 1/1 [==============================] - 0s 1ms/step - loss: 17.5028 Epoch 628/2000 1/1 [==============================] - 0s 1ms/step - loss: 17.3923 Epoch 629/2000 1/1 [==============================] - 0s 1ms/step - loss: 17.2826 Epoch 630/2000 1/1 [==============================] - 0s 2ms/step - loss: 17.1736 Epoch 631/2000 1/1 [==============================] - 0s 1ms/step - loss: 17.0652 Epoch 632/2000 1/1 [==============================] - 0s 1ms/step - loss: 16.9576 Epoch 633/2000 1/1 [==============================] - 0s 998us/step - loss: 16.8506 Epoch 634/2000 1/1 [==============================] - 0s 999us/step - loss: 16.7443 Epoch 635/2000 1/1 [==============================] - 0s 1ms/step - loss: 16.6387 Epoch 636/2000 1/1 [==============================] - 0s 1ms/step - loss: 16.5337 Epoch 637/2000 1/1 [==============================] - 0s 1ms/step - loss: 16.4294 Epoch 638/2000 1/1 [==============================] - 0s 2ms/step - loss: 16.3258 Epoch 639/2000 1/1 [==============================] - 0s 1ms/step - loss: 16.2229 Epoch 640/2000 1/1 [==============================] - 0s 2ms/step - loss: 16.1205 Epoch 641/2000 1/1 [==============================] - 0s 999us/step - loss: 16.0189 Epoch 642/2000 1/1 [==============================] - 0s 1ms/step - loss: 15.9179 Epoch 643/2000 1/1 [==============================] - 0s 1000us/step - loss: 15.8174 Epoch 644/2000 1/1 [==============================] - 0s 2ms/step - loss: 15.7177 Epoch 645/2000 1/1 [==============================] - 0s 1ms/step - loss: 15.6186 Epoch 646/2000 1/1 [==============================] - 0s 1ms/step - loss: 15.5201 Epoch 647/2000 1/1 [==============================] - 0s 2ms/step - loss: 15.4222 Epoch 648/2000 1/1 [==============================] - 0s 997us/step - loss: 15.3250 Epoch 649/2000 1/1 [==============================] - 0s 1ms/step - loss: 15.2283 Epoch 650/2000 1/1 [==============================] - 0s 2ms/step - loss: 15.1323 Epoch 651/2000 1/1 [==============================] - 0s 999us/step - loss: 15.0369 Epoch 652/2000 1/1 [==============================] - 0s 1000us/step - loss: 14.9421 Epoch 653/2000 1/1 [==============================] - 0s 999us/step - loss: 14.8479 Epoch 654/2000 1/1 [==============================] - 0s 2ms/step - loss: 14.7543 Epoch 655/2000 1/1 [==============================] - 0s 2ms/step - loss: 14.6612 Epoch 656/2000 1/1 [==============================] - 0s 2ms/step - loss: 14.5688 Epoch 657/2000 1/1 [==============================] - 0s 999us/step - loss: 14.4770 Epoch 658/2000 1/1 [==============================] - 0s 998us/step - loss: 14.3857 Epoch 659/2000 1/1 [==============================] - 0s 2ms/step - loss: 14.2951 Epoch 660/2000 1/1 [==============================] - 0s 2ms/step - loss: 14.2049 Epoch 661/2000 1/1 [==============================] - 0s 2ms/step - loss: 14.1154 Epoch 662/2000 1/1 [==============================] - 0s 1ms/step - loss: 14.0265 Epoch 663/2000 1/1 [==============================] - 0s 1ms/step - loss: 13.9380 Epoch 664/2000 1/1 [==============================] - 0s 2ms/step - loss: 13.8502 Epoch 665/2000 1/1 [==============================] - 0s 2ms/step - loss: 13.7629 Epoch 666/2000 1/1 [==============================] - 0s 2ms/step - loss: 13.6762 Epoch 667/2000 1/1 [==============================] - 0s 997us/step - loss: 13.5900 Epoch 668/2000 1/1 [==============================] - 0s 1ms/step - loss: 13.5044 Epoch 669/2000 1/1 [==============================] - 0s 998us/step - loss: 13.4192 Epoch 670/2000 1/1 [==============================] - 0s 1ms/step - loss: 13.3347 Epoch 671/2000 1/1 [==============================] - 0s 2ms/step - loss: 13.2507 Epoch 672/2000 1/1 [==============================] - 0s 2ms/step - loss: 13.1672 Epoch 673/2000 1/1 [==============================] - 0s 2ms/step - loss: 13.0842 Epoch 674/2000 1/1 [==============================] - 0s 1000us/step - loss: 13.0018 Epoch 675/2000 1/1 [==============================] - 0s 1ms/step - loss: 12.9199 Epoch 676/2000 1/1 [==============================] - 0s 999us/step - loss: 12.8385 Epoch 677/2000 1/1 [==============================] - 0s 1ms/step - loss: 12.7576 Epoch 678/2000 1/1 [==============================] - 0s 3ms/step - loss: 12.6772 Epoch 679/2000 1/1 [==============================] - 0s 999us/step - loss: 12.5974 Epoch 680/2000 1/1 [==============================] - 0s 1ms/step - loss: 12.5180 Epoch 681/2000 1/1 [==============================] - 0s 1ms/step - loss: 12.4392 Epoch 682/2000 1/1 [==============================] - 0s 1ms/step - loss: 12.3608 Epoch 683/2000 1/1 [==============================] - 0s 1ms/step - loss: 12.2830 Epoch 684/2000 1/1 [==============================] - 0s 998us/step - loss: 12.2056 Epoch 685/2000 1/1 [==============================] - 0s 1ms/step - loss: 12.1288 Epoch 686/2000 1/1 [==============================] - 0s 1ms/step - loss: 12.0524 Epoch 687/2000 1/1 [==============================] - 0s 2ms/step - loss: 11.9765 Epoch 688/2000 1/1 [==============================] - 0s 999us/step - loss: 11.9011 Epoch 689/2000 1/1 [==============================] - 0s 998us/step - loss: 11.8261 Epoch 690/2000 1/1 [==============================] - 0s 999us/step - loss: 11.7517 Epoch 691/2000 1/1 [==============================] - 0s 1ms/step - loss: 11.6777 Epoch 692/2000 1/1 [==============================] - 0s 2ms/step - loss: 11.6041 Epoch 693/2000 1/1 [==============================] - 0s 1ms/step - loss: 11.5311 Epoch 694/2000 1/1 [==============================] - 0s 2ms/step - loss: 11.4585 Epoch 695/2000 1/1 [==============================] - 0s 1ms/step - loss: 11.3864 Epoch 696/2000 1/1 [==============================] - 0s 1ms/step - loss: 11.3147 Epoch 697/2000 1/1 [==============================] - 0s 999us/step - loss: 11.2435 Epoch 698/2000 1/1 [==============================] - 0s 2ms/step - loss: 11.1727 Epoch 699/2000 1/1 [==============================] - 0s 1ms/step - loss: 11.1024 Epoch 700/2000 1/1 [==============================] - 0s 998us/step - loss: 11.0325 Epoch 701/2000 1/1 [==============================] - 0s 2ms/step - loss: 10.9631 Epoch 702/2000 1/1 [==============================] - 0s 2ms/step - loss: 10.8941 Epoch 703/2000 1/1 [==============================] - 0s 1ms/step - loss: 10.8255 Epoch 704/2000 1/1 [==============================] - 0s 1ms/step - loss: 10.7574 Epoch 705/2000 1/1 [==============================] - 0s 1ms/step - loss: 10.6897 Epoch 706/2000 1/1 [==============================] - 0s 2ms/step - loss: 10.6224 Epoch 707/2000 1/1 [==============================] - 0s 2ms/step - loss: 10.5556 Epoch 708/2000 1/1 [==============================] - 0s 999us/step - loss: 10.4892 Epoch 709/2000 1/1 [==============================] - 0s 1ms/step - loss: 10.4232 Epoch 710/2000 1/1 [==============================] - 0s 1ms/step - loss: 10.3576 Epoch 711/2000 1/1 [==============================] - 0s 1ms/step - loss: 10.2924 Epoch 712/2000 1/1 [==============================] - 0s 998us/step - loss: 10.2277 Epoch 713/2000 1/1 [==============================] - 0s 2ms/step - loss: 10.1633 Epoch 714/2000 1/1 [==============================] - 0s 1ms/step - loss: 10.0994 Epoch 715/2000 1/1 [==============================] - 0s 2ms/step - loss: 10.0359 Epoch 716/2000 1/1 [==============================] - 0s 1ms/step - loss: 9.9728 Epoch 717/2000 1/1 [==============================] - 0s 1ms/step - loss: 9.9100 Epoch 718/2000 1/1 [==============================] - 0s 1000us/step - loss: 9.8477 Epoch 719/2000 1/1 [==============================] - 0s 999us/step - loss: 9.7858 Epoch 720/2000 1/1 [==============================] - 0s 1ms/step - loss: 9.7243 Epoch 721/2000 1/1 [==============================] - 0s 1ms/step - loss: 9.6631 Epoch 722/2000 1/1 [==============================] - 0s 2ms/step - loss: 9.6023 Epoch 723/2000 1/1 [==============================] - 0s 1ms/step - loss: 9.5420 Epoch 724/2000 1/1 [==============================] - 0s 1ms/step - loss: 9.4819 Epoch 725/2000 1/1 [==============================] - 0s 1ms/step - loss: 9.4223 Epoch 726/2000 1/1 [==============================] - 0s 1000us/step - loss: 9.3631 Epoch 727/2000 1/1 [==============================] - 0s 1000us/step - loss: 9.3042 Epoch 728/2000 1/1 [==============================] - 0s 999us/step - loss: 9.2458 Epoch 729/2000 1/1 [==============================] - 0s 2ms/step - loss: 9.1877 Epoch 730/2000 1/1 [==============================] - 0s 999us/step - loss: 9.1299 Epoch 731/2000 1/1 [==============================] - 0s 999us/step - loss: 9.0725 Epoch 732/2000 1/1 [==============================] - 0s 1ms/step - loss: 9.0155 Epoch 733/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.9588 Epoch 734/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.9025 Epoch 735/2000 1/1 [==============================] - 0s 2ms/step - loss: 8.8466 Epoch 736/2000 1/1 [==============================] - 0s 999us/step - loss: 8.7910 Epoch 737/2000 1/1 [==============================] - 0s 1000us/step - loss: 8.7358 Epoch 738/2000 1/1 [==============================] - 0s 998us/step - loss: 8.6809 Epoch 739/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.6263 Epoch 740/2000 1/1 [==============================] - 0s 999us/step - loss: 8.5722 Epoch 741/2000 1/1 [==============================] - 0s 2ms/step - loss: 8.5183 Epoch 742/2000 1/1 [==============================] - 0s 998us/step - loss: 8.4648 Epoch 743/2000 1/1 [==============================] - 0s 2ms/step - loss: 8.4116 Epoch 744/2000 1/1 [==============================] - 0s 999us/step - loss: 8.3588 Epoch 745/2000 1/1 [==============================] - 0s 1000us/step - loss: 8.3063 Epoch 746/2000 1/1 [==============================] - 0s 999us/step - loss: 8.2541 Epoch 747/2000 1/1 [==============================] - 0s 2ms/step - loss: 8.2023 Epoch 748/2000 1/1 [==============================] - 0s 1ms/step - loss: 8.1508 Epoch 749/2000 1/1 [==============================] - 0s 1000us/step - loss: 8.0996 Epoch 750/2000 1/1 [==============================] - 0s 2ms/step - loss: 8.0487 Epoch 751/2000 1/1 [==============================] - 0s 998us/step - loss: 7.9982 Epoch 752/2000 1/1 [==============================] - 0s 1ms/step - loss: 7.9480 Epoch 753/2000 1/1 [==============================] - 0s 999us/step - loss: 7.8981 Epoch 754/2000 1/1 [==============================] - 0s 1ms/step - loss: 7.8485 Epoch 755/2000 1/1 [==============================] - 0s 1ms/step - loss: 7.7992 Epoch 756/2000 1/1 [==============================] - 0s 2ms/step - loss: 7.7503 Epoch 757/2000 1/1 [==============================] - 0s 1ms/step - loss: 7.7016 Epoch 758/2000 1/1 [==============================] - 0s 999us/step - loss: 7.6533 Epoch 759/2000 1/1 [==============================] - 0s 1ms/step - loss: 7.6053 Epoch 760/2000 1/1 [==============================] - 0s 2ms/step - loss: 7.5575 Epoch 761/2000 1/1 [==============================] - 0s 1ms/step - loss: 7.5101 Epoch 762/2000 1/1 [==============================] - 0s 2ms/step - loss: 7.4630 Epoch 763/2000 1/1 [==============================] - 0s 1000us/step - loss: 7.4162 Epoch 764/2000 1/1 [==============================] - 0s 1ms/step - loss: 7.3697 Epoch 765/2000 1/1 [==============================] - 0s 2ms/step - loss: 7.3234 Epoch 766/2000 1/1 [==============================] - 0s 999us/step - loss: 7.2775 Epoch 767/2000 1/1 [==============================] - 0s 2ms/step - loss: 7.2318 Epoch 768/2000 1/1 [==============================] - 0s 2ms/step - loss: 7.1865 Epoch 769/2000 1/1 [==============================] - 0s 2ms/step - loss: 7.1414 Epoch 770/2000 1/1 [==============================] - 0s 998us/step - loss: 7.0966 Epoch 771/2000 1/1 [==============================] - 0s 1ms/step - loss: 7.0521 Epoch 772/2000 1/1 [==============================] - 0s 998us/step - loss: 7.0079 Epoch 773/2000 1/1 [==============================] - 0s 1ms/step - loss: 6.9639 Epoch 774/2000 1/1 [==============================] - 0s 2ms/step - loss: 6.9203 Epoch 775/2000 1/1 [==============================] - 0s 2ms/step - loss: 6.8769 Epoch 776/2000 1/1 [==============================] - 0s 2ms/step - loss: 6.8338 Epoch 777/2000 1/1 [==============================] - 0s 1ms/step - loss: 6.7910 Epoch 778/2000 1/1 [==============================] - 0s 1ms/step - loss: 6.7484 Epoch 779/2000 1/1 [==============================] - 0s 1000us/step - loss: 6.7061 Epoch 780/2000 1/1 [==============================] - 0s 2ms/step - loss: 6.6641 Epoch 781/2000 1/1 [==============================] - 0s 2ms/step - loss: 6.6223 Epoch 782/2000 1/1 [==============================] - 0s 999us/step - loss: 6.5808 Epoch 783/2000 1/1 [==============================] - 0s 2ms/step - loss: 6.5395 Epoch 784/2000 1/1 [==============================] - 0s 1ms/step - loss: 6.4986 Epoch 785/2000 1/1 [==============================] - 0s 2ms/step - loss: 6.4579 Epoch 786/2000 1/1 [==============================] - 0s 1ms/step - loss: 6.4174 Epoch 787/2000 1/1 [==============================] - 0s 1ms/step - loss: 6.3772 Epoch 788/2000 1/1 [==============================] - 0s 2ms/step - loss: 6.3373 Epoch 789/2000 1/1 [==============================] - 0s 999us/step - loss: 6.2976 Epoch 790/2000 1/1 [==============================] - 0s 2ms/step - loss: 6.2581 Epoch 791/2000
1/1 [==============================] - 0s 2ms/step - loss: 6.2189 Epoch 792/2000 1/1 [==============================] - 0s 1000us/step - loss: 6.1800 Epoch 793/2000 1/1 [==============================] - 0s 1000us/step - loss: 6.1413 Epoch 794/2000 1/1 [==============================] - 0s 3ms/step - loss: 6.1028 Epoch 795/2000 1/1 [==============================] - 0s 3ms/step - loss: 6.0646 Epoch 796/2000 1/1 [==============================] - 0s 1ms/step - loss: 6.0267 Epoch 797/2000 1/1 [==============================] - 0s 1ms/step - loss: 5.9890 Epoch 798/2000 1/1 [==============================] - 0s 2ms/step - loss: 5.9515 Epoch 799/2000 1/1 [==============================] - 0s 2ms/step - loss: 5.9142 Epoch 800/2000 1/1 [==============================] - 0s 3ms/step - loss: 5.8772 Epoch 801/2000 1/1 [==============================] - 0s 999us/step - loss: 5.8404 Epoch 802/2000 1/1 [==============================] - 0s 1ms/step - loss: 5.8039 Epoch 803/2000 1/1 [==============================] - 0s 1ms/step - loss: 5.7676 Epoch 804/2000 1/1 [==============================] - 0s 1000us/step - loss: 5.7315 Epoch 805/2000 1/1 [==============================] - 0s 1ms/step - loss: 5.6956 Epoch 806/2000 1/1 [==============================] - 0s 1ms/step - loss: 5.6600 Epoch 807/2000 1/1 [==============================] - 0s 1ms/step - loss: 5.6246 Epoch 808/2000 1/1 [==============================] - 0s 1000us/step - loss: 5.5894 Epoch 809/2000 1/1 [==============================] - 0s 2ms/step - loss: 5.5545 Epoch 810/2000 1/1 [==============================] - 0s 1ms/step - loss: 5.5197 Epoch 811/2000 1/1 [==============================] - 0s 1ms/step - loss: 5.4852 Epoch 812/2000 1/1 [==============================] - 0s 1ms/step - loss: 5.4509 Epoch 813/2000 1/1 [==============================] - 0s 2ms/step - loss: 5.4169 Epoch 814/2000 1/1 [==============================] - 0s 1ms/step - loss: 5.3830 Epoch 815/2000 1/1 [==============================] - 0s 1000us/step - loss: 5.3493 Epoch 816/2000 1/1 [==============================] - 0s 1ms/step - loss: 5.3159 Epoch 817/2000 1/1 [==============================] - 0s 1ms/step - loss: 5.2827 Epoch 818/2000 1/1 [==============================] - 0s 1ms/step - loss: 5.2497 Epoch 819/2000 1/1 [==============================] - 0s 1ms/step - loss: 5.2169 Epoch 820/2000 1/1 [==============================] - 0s 2ms/step - loss: 5.1843 Epoch 821/2000 1/1 [==============================] - 0s 1000us/step - loss: 5.1519 Epoch 822/2000 1/1 [==============================] - 0s 2ms/step - loss: 5.1197 Epoch 823/2000 1/1 [==============================] - 0s 1ms/step - loss: 5.0877 Epoch 824/2000 1/1 [==============================] - 0s 4ms/step - loss: 5.0559 Epoch 825/2000 1/1 [==============================] - 0s 2ms/step - loss: 5.0243 Epoch 826/2000 1/1 [==============================] - 0s 2ms/step - loss: 4.9930 Epoch 827/2000 1/1 [==============================] - 0s 1ms/step - loss: 4.9618 Epoch 828/2000 1/1 [==============================] - 0s 1ms/step - loss: 4.9308 Epoch 829/2000 1/1 [==============================] - 0s 1ms/step - loss: 4.9000 Epoch 830/2000 1/1 [==============================] - 0s 2ms/step - loss: 4.8695 Epoch 831/2000 1/1 [==============================] - 0s 2ms/step - loss: 4.8391 Epoch 832/2000 1/1 [==============================] - 0s 2ms/step - loss: 4.8089 Epoch 833/2000 1/1 [==============================] - 0s 999us/step - loss: 4.7788 Epoch 834/2000 1/1 [==============================] - 0s 2ms/step - loss: 4.7490 Epoch 835/2000 1/1 [==============================] - 0s 1000us/step - loss: 4.7194 Epoch 836/2000 1/1 [==============================] - 0s 1ms/step - loss: 4.6899 Epoch 837/2000 1/1 [==============================] - 0s 1ms/step - loss: 4.6607 Epoch 838/2000 1/1 [==============================] - 0s 1ms/step - loss: 4.6316 Epoch 839/2000 1/1 [==============================] - 0s 2ms/step - loss: 4.6027 Epoch 840/2000 1/1 [==============================] - 0s 999us/step - loss: 4.5740 Epoch 841/2000 1/1 [==============================] - 0s 999us/step - loss: 4.5455 Epoch 842/2000 1/1 [==============================] - 0s 2ms/step - loss: 4.5171 Epoch 843/2000 1/1 [==============================] - 0s 2ms/step - loss: 4.4889 Epoch 844/2000 1/1 [==============================] - 0s 998us/step - loss: 4.4610 Epoch 845/2000 1/1 [==============================] - 0s 1ms/step - loss: 4.4331 Epoch 846/2000 1/1 [==============================] - 0s 998us/step - loss: 4.4055 Epoch 847/2000 1/1 [==============================] - 0s 2ms/step - loss: 4.3781 Epoch 848/2000 1/1 [==============================] - 0s 1ms/step - loss: 4.3508 Epoch 849/2000 1/1 [==============================] - 0s 1ms/step - loss: 4.3237 Epoch 850/2000 1/1 [==============================] - 0s 1000us/step - loss: 4.2967 Epoch 851/2000 1/1 [==============================] - 0s 2ms/step - loss: 4.2700 Epoch 852/2000 1/1 [==============================] - 0s 1ms/step - loss: 4.2434 Epoch 853/2000 1/1 [==============================] - 0s 2ms/step - loss: 4.2170 Epoch 854/2000 1/1 [==============================] - 0s 998us/step - loss: 4.1907 Epoch 855/2000 1/1 [==============================] - 0s 1ms/step - loss: 4.1646 Epoch 856/2000 1/1 [==============================] - 0s 999us/step - loss: 4.1387 Epoch 857/2000 1/1 [==============================] - 0s 2ms/step - loss: 4.1129 Epoch 858/2000 1/1 [==============================] - 0s 1ms/step - loss: 4.0873 Epoch 859/2000 1/1 [==============================] - 0s 1ms/step - loss: 4.0619 Epoch 860/2000 1/1 [==============================] - 0s 1ms/step - loss: 4.0366 Epoch 861/2000 1/1 [==============================] - 0s 2ms/step - loss: 4.0114 Epoch 862/2000 1/1 [==============================] - 0s 999us/step - loss: 3.9865 Epoch 863/2000 1/1 [==============================] - 0s 999us/step - loss: 3.9617 Epoch 864/2000 1/1 [==============================] - 0s 2ms/step - loss: 3.9371 Epoch 865/2000 1/1 [==============================] - 0s 999us/step - loss: 3.9126 Epoch 866/2000 1/1 [==============================] - 0s 6ms/step - loss: 3.8882 Epoch 867/2000 1/1 [==============================] - 0s 1ms/step - loss: 3.8641 Epoch 868/2000 1/1 [==============================] - 0s 1ms/step - loss: 3.8400 Epoch 869/2000 1/1 [==============================] - 0s 1ms/step - loss: 3.8162 Epoch 870/2000 1/1 [==============================] - 0s 2ms/step - loss: 3.7924 Epoch 871/2000 1/1 [==============================] - 0s 1ms/step - loss: 3.7689 Epoch 872/2000 1/1 [==============================] - 0s 1ms/step - loss: 3.7454 Epoch 873/2000 1/1 [==============================] - 0s 1ms/step - loss: 3.7222 Epoch 874/2000 1/1 [==============================] - 0s 1ms/step - loss: 3.6990 Epoch 875/2000 1/1 [==============================] - 0s 2ms/step - loss: 3.6760 Epoch 876/2000 1/1 [==============================] - 0s 2ms/step - loss: 3.6532 Epoch 877/2000 1/1 [==============================] - 0s 1ms/step - loss: 3.6305 Epoch 878/2000 1/1 [==============================] - 0s 998us/step - loss: 3.6080 Epoch 879/2000 1/1 [==============================] - 0s 2ms/step - loss: 3.5856 Epoch 880/2000 1/1 [==============================] - 0s 998us/step - loss: 3.5633 Epoch 881/2000 1/1 [==============================] - 0s 1ms/step - loss: 3.5412 Epoch 882/2000 1/1 [==============================] - 0s 1ms/step - loss: 3.5192 Epoch 883/2000 1/1 [==============================] - 0s 1ms/step - loss: 3.4974 Epoch 884/2000 1/1 [==============================] - 0s 1ms/step - loss: 3.4757 Epoch 885/2000 1/1 [==============================] - 0s 995us/step - loss: 3.4541 Epoch 886/2000 1/1 [==============================] - 0s 1ms/step - loss: 3.4327 Epoch 887/2000 1/1 [==============================] - 0s 999us/step - loss: 3.4114 Epoch 888/2000 1/1 [==============================] - 0s 1000us/step - loss: 3.3902 Epoch 889/2000 1/1 [==============================] - 0s 2ms/step - loss: 3.3692 Epoch 890/2000 1/1 [==============================] - 0s 999us/step - loss: 3.3483 Epoch 891/2000 1/1 [==============================] - 0s 1ms/step - loss: 3.3275 Epoch 892/2000 1/1 [==============================] - 0s 991us/step - loss: 3.3069 Epoch 893/2000 1/1 [==============================] - 0s 1ms/step - loss: 3.2864 Epoch 894/2000 1/1 [==============================] - 0s 999us/step - loss: 3.2660 Epoch 895/2000 1/1 [==============================] - 0s 1ms/step - loss: 3.2458 Epoch 896/2000 1/1 [==============================] - 0s 1ms/step - loss: 3.2257 Epoch 897/2000 1/1 [==============================] - 0s 1ms/step - loss: 3.2057 Epoch 898/2000 1/1 [==============================] - 0s 2ms/step - loss: 3.1859 Epoch 899/2000 1/1 [==============================] - 0s 2ms/step - loss: 3.1661 Epoch 900/2000 1/1 [==============================] - 0s 1ms/step - loss: 3.1465 Epoch 901/2000 1/1 [==============================] - 0s 999us/step - loss: 3.1271 Epoch 902/2000 1/1 [==============================] - 0s 1ms/step - loss: 3.1077 Epoch 903/2000 1/1 [==============================] - 0s 1ms/step - loss: 3.0885 Epoch 904/2000 1/1 [==============================] - 0s 1ms/step - loss: 3.0694 Epoch 905/2000 1/1 [==============================] - 0s 1ms/step - loss: 3.0504 Epoch 906/2000 1/1 [==============================] - 0s 999us/step - loss: 3.0315 Epoch 907/2000 1/1 [==============================] - 0s 1000us/step - loss: 3.0127 Epoch 908/2000 1/1 [==============================] - 0s 2ms/step - loss: 2.9941 Epoch 909/2000 1/1 [==============================] - 0s 2ms/step - loss: 2.9756 Epoch 910/2000 1/1 [==============================] - 0s 1ms/step - loss: 2.9572 Epoch 911/2000 1/1 [==============================] - 0s 1ms/step - loss: 2.9389 Epoch 912/2000 1/1 [==============================] - 0s 2ms/step - loss: 2.9208 Epoch 913/2000 1/1 [==============================] - 0s 2ms/step - loss: 2.9027 Epoch 914/2000 1/1 [==============================] - 0s 998us/step - loss: 2.8848 Epoch 915/2000 1/1 [==============================] - 0s 1ms/step - loss: 2.8669 Epoch 916/2000 1/1 [==============================] - 0s 998us/step - loss: 2.8492 Epoch 917/2000 1/1 [==============================] - 0s 2ms/step - loss: 2.8316 Epoch 918/2000 1/1 [==============================] - 0s 2ms/step - loss: 2.8142 Epoch 919/2000 1/1 [==============================] - 0s 998us/step - loss: 2.7968 Epoch 920/2000 1/1 [==============================] - 0s 2ms/step - loss: 2.7795 Epoch 921/2000 1/1 [==============================] - 0s 1ms/step - loss: 2.7624 Epoch 922/2000 1/1 [==============================] - 0s 2ms/step - loss: 2.7453 Epoch 923/2000 1/1 [==============================] - 0s 1ms/step - loss: 2.7284 Epoch 924/2000 1/1 [==============================] - 0s 1ms/step - loss: 2.7115 Epoch 925/2000 1/1 [==============================] - 0s 2ms/step - loss: 2.6948 Epoch 926/2000 1/1 [==============================] - 0s 999us/step - loss: 2.6782 Epoch 927/2000 1/1 [==============================] - 0s 1000us/step - loss: 2.6617 Epoch 928/2000 1/1 [==============================] - 0s 1ms/step - loss: 2.6453 Epoch 929/2000 1/1 [==============================] - 0s 1ms/step - loss: 2.6290 Epoch 930/2000 1/1 [==============================] - 0s 1ms/step - loss: 2.6128 Epoch 931/2000 1/1 [==============================] - 0s 1ms/step - loss: 2.5967 Epoch 932/2000 1/1 [==============================] - 0s 999us/step - loss: 2.5807 Epoch 933/2000 1/1 [==============================] - 0s 1000us/step - loss: 2.5648 Epoch 934/2000 1/1 [==============================] - 0s 1000us/step - loss: 2.5490 Epoch 935/2000 1/1 [==============================] - 0s 1ms/step - loss: 2.5333 Epoch 936/2000 1/1 [==============================] - 0s 2ms/step - loss: 2.5177 Epoch 937/2000 1/1 [==============================] - 0s 2ms/step - loss: 2.5022 Epoch 938/2000 1/1 [==============================] - 0s 998us/step - loss: 2.4868 Epoch 939/2000 1/1 [==============================] - 0s 2ms/step - loss: 2.4715 Epoch 940/2000 1/1 [==============================] - 0s 998us/step - loss: 2.4563 Epoch 941/2000 1/1 [==============================] - 0s 1ms/step - loss: 2.4412 Epoch 942/2000 1/1 [==============================] - 0s 2ms/step - loss: 2.4262 Epoch 943/2000 1/1 [==============================] - 0s 1ms/step - loss: 2.4112 Epoch 944/2000 1/1 [==============================] - 0s 1ms/step - loss: 2.3964 Epoch 945/2000 1/1 [==============================] - 0s 1ms/step - loss: 2.3817 Epoch 946/2000 1/1 [==============================] - 0s 999us/step - loss: 2.3671 Epoch 947/2000 1/1 [==============================] - 0s 1000us/step - loss: 2.3525 Epoch 948/2000 1/1 [==============================] - 0s 1ms/step - loss: 2.3381 Epoch 949/2000 1/1 [==============================] - 0s 2ms/step - loss: 2.3237 Epoch 950/2000 1/1 [==============================] - 0s 1ms/step - loss: 2.3094 Epoch 951/2000 1/1 [==============================] - 0s 1ms/step - loss: 2.2953 Epoch 952/2000 1/1 [==============================] - 0s 2ms/step - loss: 2.2812 Epoch 953/2000 1/1 [==============================] - 0s 999us/step - loss: 2.2672 Epoch 954/2000 1/1 [==============================] - 0s 2ms/step - loss: 2.2533 Epoch 955/2000 1/1 [==============================] - 0s 1ms/step - loss: 2.2394 Epoch 956/2000 1/1 [==============================] - 0s 1ms/step - loss: 2.2257 Epoch 957/2000 1/1 [==============================] - 0s 999us/step - loss: 2.2121 Epoch 958/2000 1/1 [==============================] - 0s 1ms/step - loss: 2.1985 Epoch 959/2000 1/1 [==============================] - 0s 1ms/step - loss: 2.1850 Epoch 960/2000 1/1 [==============================] - 0s 999us/step - loss: 2.1716 Epoch 961/2000 1/1 [==============================] - 0s 999us/step - loss: 2.1583 Epoch 962/2000 1/1 [==============================] - 0s 998us/step - loss: 2.1451 Epoch 963/2000 1/1 [==============================] - 0s 1ms/step - loss: 2.1320 Epoch 964/2000 1/1 [==============================] - 0s 1ms/step - loss: 2.1189 Epoch 965/2000 1/1 [==============================] - 0s 1ms/step - loss: 2.1059 Epoch 966/2000 1/1 [==============================] - 0s 2ms/step - loss: 2.0931 Epoch 967/2000 1/1 [==============================] - 0s 999us/step - loss: 2.0803 Epoch 968/2000 1/1 [==============================] - 0s 2ms/step - loss: 2.0675 Epoch 969/2000 1/1 [==============================] - 0s 999us/step - loss: 2.0549 Epoch 970/2000 1/1 [==============================] - 0s 1ms/step - loss: 2.0423 Epoch 971/2000 1/1 [==============================] - 0s 2ms/step - loss: 2.0298 Epoch 972/2000 1/1 [==============================] - 0s 1ms/step - loss: 2.0174 Epoch 973/2000 1/1 [==============================] - 0s 1ms/step - loss: 2.0051 Epoch 974/2000 1/1 [==============================] - 0s 999us/step - loss: 1.9928 Epoch 975/2000 1/1 [==============================] - 0s 1ms/step - loss: 1.9807 Epoch 976/2000 1/1 [==============================] - 0s 999us/step - loss: 1.9686 Epoch 977/2000 1/1 [==============================] - 0s 2ms/step - loss: 1.9566 Epoch 978/2000 1/1 [==============================] - 0s 1000us/step - loss: 1.9446 Epoch 979/2000 1/1 [==============================] - 0s 1ms/step - loss: 1.9328 Epoch 980/2000 1/1 [==============================] - 0s 1ms/step - loss: 1.9210 Epoch 981/2000 1/1 [==============================] - 0s 1ms/step - loss: 1.9092 Epoch 982/2000 1/1 [==============================] - 0s 999us/step - loss: 1.8976 Epoch 983/2000 1/1 [==============================] - 0s 996us/step - loss: 1.8860 Epoch 984/2000 1/1 [==============================] - 0s 1ms/step - loss: 1.8746 Epoch 985/2000 1/1 [==============================] - 0s 2ms/step - loss: 1.8631 Epoch 986/2000 1/1 [==============================] - 0s 998us/step - loss: 1.8518 Epoch 987/2000 1/1 [==============================] - 0s 1ms/step - loss: 1.8405 Epoch 988/2000 1/1 [==============================] - 0s 2ms/step - loss: 1.8293 Epoch 989/2000 1/1 [==============================] - 0s 1ms/step - loss: 1.8182 Epoch 990/2000 1/1 [==============================] - 0s 2ms/step - loss: 1.8071 Epoch 991/2000
1/1 [==============================] - 0s 1ms/step - loss: 1.7961 Epoch 992/2000 1/1 [==============================] - 0s 2ms/step - loss: 1.7852 Epoch 993/2000 1/1 [==============================] - 0s 1ms/step - loss: 1.7743 Epoch 994/2000 1/1 [==============================] - 0s 999us/step - loss: 1.7635 Epoch 995/2000 1/1 [==============================] - 0s 1ms/step - loss: 1.7528 Epoch 996/2000 1/1 [==============================] - 0s 2ms/step - loss: 1.7421 Epoch 997/2000 1/1 [==============================] - 0s 2ms/step - loss: 1.7316 Epoch 998/2000 1/1 [==============================] - 0s 1ms/step - loss: 1.7210 Epoch 999/2000 1/1 [==============================] - 0s 1ms/step - loss: 1.7106 Epoch 1000/2000 1/1 [==============================] - 0s 1ms/step - loss: 1.7002 Epoch 1001/2000 1/1 [==============================] - 0s 2ms/step - loss: 1.6899 Epoch 1002/2000 1/1 [==============================] - 0s 3ms/step - loss: 1.6796 Epoch 1003/2000 1/1 [==============================] - 0s 2ms/step - loss: 1.6695 Epoch 1004/2000 1/1 [==============================] - 0s 1ms/step - loss: 1.6593 Epoch 1005/2000 1/1 [==============================] - 0s 1ms/step - loss: 1.6493 Epoch 1006/2000 1/1 [==============================] - 0s 1ms/step - loss: 1.6393 Epoch 1007/2000 1/1 [==============================] - 0s 1000us/step - loss: 1.6294 Epoch 1008/2000 1/1 [==============================] - 0s 2ms/step - loss: 1.6195 Epoch 1009/2000 1/1 [==============================] - 0s 2ms/step - loss: 1.6097 Epoch 1010/2000 1/1 [==============================] - 0s 1ms/step - loss: 1.5999 Epoch 1011/2000 1/1 [==============================] - 0s 1ms/step - loss: 1.5902 Epoch 1012/2000 1/1 [==============================] - 0s 1ms/step - loss: 1.5806 Epoch 1013/2000 1/1 [==============================] - 0s 1ms/step - loss: 1.5710 Epoch 1014/2000 1/1 [==============================] - 0s 1ms/step - loss: 1.5616 Epoch 1015/2000 1/1 [==============================] - 0s 1ms/step - loss: 1.5521 Epoch 1016/2000 1/1 [==============================] - 0s 1ms/step - loss: 1.5427 Epoch 1017/2000 1/1 [==============================] - 0s 1ms/step - loss: 1.5334 Epoch 1018/2000 1/1 [==============================] - 0s 999us/step - loss: 1.5241 Epoch 1019/2000 1/1 [==============================] - 0s 2ms/step - loss: 1.5149 Epoch 1020/2000 1/1 [==============================] - 0s 1000us/step - loss: 1.5058 Epoch 1021/2000 1/1 [==============================] - 0s 1ms/step - loss: 1.4967 Epoch 1022/2000 1/1 [==============================] - 0s 2ms/step - loss: 1.4877 Epoch 1023/2000 1/1 [==============================] - 0s 998us/step - loss: 1.4787 Epoch 1024/2000 1/1 [==============================] - 0s 1000us/step - loss: 1.4698 Epoch 1025/2000 1/1 [==============================] - 0s 1ms/step - loss: 1.4609 Epoch 1026/2000 1/1 [==============================] - 0s 2ms/step - loss: 1.4521 Epoch 1027/2000 1/1 [==============================] - 0s 999us/step - loss: 1.4434 Epoch 1028/2000 1/1 [==============================] - 0s 1ms/step - loss: 1.4347 Epoch 1029/2000 1/1 [==============================] - 0s 1ms/step - loss: 1.4260 Epoch 1030/2000 1/1 [==============================] - 0s 2ms/step - loss: 1.4175 Epoch 1031/2000 1/1 [==============================] - 0s 1ms/step - loss: 1.4089 Epoch 1032/2000 1/1 [==============================] - 0s 1ms/step - loss: 1.4005 Epoch 1033/2000 1/1 [==============================] - 0s 2ms/step - loss: 1.3920 Epoch 1034/2000 1/1 [==============================] - 0s 1ms/step - loss: 1.3837 Epoch 1035/2000 1/1 [==============================] - 0s 1ms/step - loss: 1.3754 Epoch 1036/2000 1/1 [==============================] - 0s 1ms/step - loss: 1.3671 Epoch 1037/2000 1/1 [==============================] - 0s 999us/step - loss: 1.3589 Epoch 1038/2000 1/1 [==============================] - 0s 2ms/step - loss: 1.3507 Epoch 1039/2000 1/1 [==============================] - 0s 1ms/step - loss: 1.3426 Epoch 1040/2000 1/1 [==============================] - 0s 1ms/step - loss: 1.3346 Epoch 1041/2000 1/1 [==============================] - 0s 1ms/step - loss: 1.3266 Epoch 1042/2000 1/1 [==============================] - 0s 1000us/step - loss: 1.3186 Epoch 1043/2000 1/1 [==============================] - 0s 1ms/step - loss: 1.3107 Epoch 1044/2000 1/1 [==============================] - 0s 1ms/step - loss: 1.3029 Epoch 1045/2000 1/1 [==============================] - 0s 2ms/step - loss: 1.2951 Epoch 1046/2000 1/1 [==============================] - 0s 2ms/step - loss: 1.2873 Epoch 1047/2000 1/1 [==============================] - 0s 1ms/step - loss: 1.2796 Epoch 1048/2000 1/1 [==============================] - 0s 1ms/step - loss: 1.2720 Epoch 1049/2000 1/1 [==============================] - 0s 1ms/step - loss: 1.2644 Epoch 1050/2000 1/1 [==============================] - 0s 1ms/step - loss: 1.2568 Epoch 1051/2000 1/1 [==============================] - 0s 1ms/step - loss: 1.2493 Epoch 1052/2000 1/1 [==============================] - 0s 2ms/step - loss: 1.2418 Epoch 1053/2000 1/1 [==============================] - 0s 999us/step - loss: 1.2344 Epoch 1054/2000 1/1 [==============================] - 0s 1ms/step - loss: 1.2271 Epoch 1055/2000 1/1 [==============================] - 0s 2ms/step - loss: 1.2197 Epoch 1056/2000 1/1 [==============================] - 0s 2ms/step - loss: 1.2125 Epoch 1057/2000 1/1 [==============================] - 0s 2ms/step - loss: 1.2052 Epoch 1058/2000 1/1 [==============================] - 0s 1ms/step - loss: 1.1980 Epoch 1059/2000 1/1 [==============================] - 0s 2ms/step - loss: 1.1909 Epoch 1060/2000 1/1 [==============================] - 0s 998us/step - loss: 1.1838 Epoch 1061/2000 1/1 [==============================] - 0s 1ms/step - loss: 1.1768 Epoch 1062/2000 1/1 [==============================] - 0s 1ms/step - loss: 1.1698 Epoch 1063/2000 1/1 [==============================] - 0s 1ms/step - loss: 1.1628 Epoch 1064/2000 1/1 [==============================] - 0s 999us/step - loss: 1.1559 Epoch 1065/2000 1/1 [==============================] - 0s 2ms/step - loss: 1.1490 Epoch 1066/2000 1/1 [==============================] - 0s 999us/step - loss: 1.1422 Epoch 1067/2000 1/1 [==============================] - ETA: 0s - loss: 1.135 - 0s 1000us/step - loss: 1.1354 Epoch 1068/2000 1/1 [==============================] - 0s 1ms/step - loss: 1.1287 Epoch 1069/2000 1/1 [==============================] - 0s 1ms/step - loss: 1.1220 Epoch 1070/2000 1/1 [==============================] - 0s 1ms/step - loss: 1.1153 Epoch 1071/2000 1/1 [==============================] - 0s 2ms/step - loss: 1.1087 Epoch 1072/2000 1/1 [==============================] - 0s 999us/step - loss: 1.1021 Epoch 1073/2000 1/1 [==============================] - 0s 998us/step - loss: 1.0956 Epoch 1074/2000 1/1 [==============================] - 0s 2ms/step - loss: 1.0891 Epoch 1075/2000 1/1 [==============================] - 0s 998us/step - loss: 1.0827 Epoch 1076/2000 1/1 [==============================] - 0s 1ms/step - loss: 1.0763 Epoch 1077/2000 1/1 [==============================] - 0s 1000us/step - loss: 1.0699 Epoch 1078/2000 1/1 [==============================] - 0s 2ms/step - loss: 1.0636 Epoch 1079/2000 1/1 [==============================] - 0s 999us/step - loss: 1.0573 Epoch 1080/2000 1/1 [==============================] - 0s 999us/step - loss: 1.0510 Epoch 1081/2000 1/1 [==============================] - 0s 1ms/step - loss: 1.0449 Epoch 1082/2000 1/1 [==============================] - 0s 1000us/step - loss: 1.0387 Epoch 1083/2000 1/1 [==============================] - 0s 1ms/step - loss: 1.0326 Epoch 1084/2000 1/1 [==============================] - 0s 1ms/step - loss: 1.0265 Epoch 1085/2000 1/1 [==============================] - 0s 1ms/step - loss: 1.0204 Epoch 1086/2000 1/1 [==============================] - 0s 2ms/step - loss: 1.0144 Epoch 1087/2000 1/1 [==============================] - 0s 2ms/step - loss: 1.0084 Epoch 1088/2000 1/1 [==============================] - 0s 999us/step - loss: 1.0025 Epoch 1089/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.9966 Epoch 1090/2000 1/1 [==============================] - 0s 1000us/step - loss: 0.9907 Epoch 1091/2000 1/1 [==============================] - 0s 2ms/step - loss: 0.9849 Epoch 1092/2000 1/1 [==============================] - 0s 2ms/step - loss: 0.9791 Epoch 1093/2000 1/1 [==============================] - 0s 1000us/step - loss: 0.9734 Epoch 1094/2000 1/1 [==============================] - 0s 2ms/step - loss: 0.9677 Epoch 1095/2000 1/1 [==============================] - 0s 1000us/step - loss: 0.9620 Epoch 1096/2000 1/1 [==============================] - 0s 2ms/step - loss: 0.9563 Epoch 1097/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.9507 Epoch 1098/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.9452 Epoch 1099/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.9396 Epoch 1100/2000 1/1 [==============================] - 0s 2ms/step - loss: 0.9341 Epoch 1101/2000 1/1 [==============================] - 0s 998us/step - loss: 0.9287 Epoch 1102/2000 1/1 [==============================] - 0s 2ms/step - loss: 0.9232 Epoch 1103/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.9178 Epoch 1104/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.9125 Epoch 1105/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.9072 Epoch 1106/2000 1/1 [==============================] - 0s 2ms/step - loss: 0.9019 Epoch 1107/2000 1/1 [==============================] - 0s 2ms/step - loss: 0.8966 Epoch 1108/2000 1/1 [==============================] - 0s 998us/step - loss: 0.8914 Epoch 1109/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.8862 Epoch 1110/2000 1/1 [==============================] - 0s 1000us/step - loss: 0.8810 Epoch 1111/2000 1/1 [==============================] - 0s 1000us/step - loss: 0.8759 Epoch 1112/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.8708 Epoch 1113/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.8657 Epoch 1114/2000 1/1 [==============================] - 0s 2ms/step - loss: 0.8607 Epoch 1115/2000 1/1 [==============================] - 0s 999us/step - loss: 0.8557 Epoch 1116/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.8507 Epoch 1117/2000 1/1 [==============================] - 0s 999us/step - loss: 0.8458 Epoch 1118/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.8409 Epoch 1119/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.8360 Epoch 1120/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.8312 Epoch 1121/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.8264 Epoch 1122/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.8216 Epoch 1123/2000 1/1 [==============================] - 0s 1000us/step - loss: 0.8168 Epoch 1124/2000 1/1 [==============================] - 0s 2ms/step - loss: 0.8121 Epoch 1125/2000 1/1 [==============================] - 0s 998us/step - loss: 0.8074 Epoch 1126/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.8027 Epoch 1127/2000 1/1 [==============================] - 0s 1000us/step - loss: 0.7981 Epoch 1128/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.7935 Epoch 1129/2000 1/1 [==============================] - 0s 1000us/step - loss: 0.7889 Epoch 1130/2000 1/1 [==============================] - 0s 1000us/step - loss: 0.7844 Epoch 1131/2000 1/1 [==============================] - 0s 998us/step - loss: 0.7799 Epoch 1132/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.7754 Epoch 1133/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.7709 Epoch 1134/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.7665 Epoch 1135/2000 1/1 [==============================] - 0s 2ms/step - loss: 0.7621 Epoch 1136/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.7577 Epoch 1137/2000 1/1 [==============================] - 0s 999us/step - loss: 0.7534 Epoch 1138/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.7490 Epoch 1139/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.7448 Epoch 1140/2000 1/1 [==============================] - 0s 999us/step - loss: 0.7405 Epoch 1141/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.7362 Epoch 1142/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.7320 Epoch 1143/2000 1/1 [==============================] - 0s 1000us/step - loss: 0.7279 Epoch 1144/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.7237 Epoch 1145/2000 1/1 [==============================] - 0s 2ms/step - loss: 0.7196 Epoch 1146/2000 1/1 [==============================] - 0s 2ms/step - loss: 0.7155 Epoch 1147/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.7114 Epoch 1148/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.7073 Epoch 1149/2000 1/1 [==============================] - 0s 2ms/step - loss: 0.7033 Epoch 1150/2000 1/1 [==============================] - 0s 998us/step - loss: 0.6993 Epoch 1151/2000 1/1 [==============================] - 0s 2ms/step - loss: 0.6953 Epoch 1152/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.6914 Epoch 1153/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.6874 Epoch 1154/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.6835 Epoch 1155/2000 1/1 [==============================] - 0s 999us/step - loss: 0.6797 Epoch 1156/2000 1/1 [==============================] - 0s 2ms/step - loss: 0.6758 Epoch 1157/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.6720 Epoch 1158/2000 1/1 [==============================] - 0s 2ms/step - loss: 0.6682 Epoch 1159/2000 1/1 [==============================] - 0s 999us/step - loss: 0.6644 Epoch 1160/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.6606 Epoch 1161/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.6569 Epoch 1162/2000 1/1 [==============================] - 0s 999us/step - loss: 0.6532 Epoch 1163/2000 1/1 [==============================] - 0s 2ms/step - loss: 0.6495 Epoch 1164/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.6458 Epoch 1165/2000 1/1 [==============================] - 0s 2ms/step - loss: 0.6422 Epoch 1166/2000 1/1 [==============================] - 0s 998us/step - loss: 0.6386 Epoch 1167/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.6350 Epoch 1168/2000 1/1 [==============================] - 0s 2ms/step - loss: 0.6314 Epoch 1169/2000 1/1 [==============================] - 0s 999us/step - loss: 0.6279 Epoch 1170/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.6243 Epoch 1171/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.6208 Epoch 1172/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.6174 Epoch 1173/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.6139 Epoch 1174/2000 1/1 [==============================] - 0s 2ms/step - loss: 0.6105 Epoch 1175/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.6071 Epoch 1176/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.6037 Epoch 1177/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.6003 Epoch 1178/2000 1/1 [==============================] - 0s 2ms/step - loss: 0.5969 Epoch 1179/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.5936 Epoch 1180/2000 1/1 [==============================] - 0s 2ms/step - loss: 0.5903 Epoch 1181/2000 1/1 [==============================] - 0s 2ms/step - loss: 0.5870 Epoch 1182/2000 1/1 [==============================] - 0s 2ms/step - loss: 0.5838 Epoch 1183/2000 1/1 [==============================] - 0s 1000us/step - loss: 0.5805 Epoch 1184/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.5773 Epoch 1185/2000 1/1 [==============================] - 0s 2ms/step - loss: 0.5741 Epoch 1186/2000 1/1 [==============================] - 0s 2ms/step - loss: 0.5709 Epoch 1187/2000 1/1 [==============================] - 0s 2ms/step - loss: 0.5677 Epoch 1188/2000 1/1 [==============================] - 0s 999us/step - loss: 0.5646 Epoch 1189/2000
1/1 [==============================] - 0s 1ms/step - loss: 0.5615 Epoch 1190/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.5584 Epoch 1191/2000 1/1 [==============================] - 0s 999us/step - loss: 0.5553 Epoch 1192/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.5522 Epoch 1193/2000 1/1 [==============================] - 0s 999us/step - loss: 0.5492 Epoch 1194/2000 1/1 [==============================] - 0s 997us/step - loss: 0.5461 Epoch 1195/2000 1/1 [==============================] - 0s 2ms/step - loss: 0.5431 Epoch 1196/2000 1/1 [==============================] - 0s 2ms/step - loss: 0.5401 Epoch 1197/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.5372 Epoch 1198/2000 1/1 [==============================] - 0s 1000us/step - loss: 0.5342 Epoch 1199/2000 1/1 [==============================] - 0s 2ms/step - loss: 0.5313 Epoch 1200/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.5284 Epoch 1201/2000 1/1 [==============================] - 0s 2ms/step - loss: 0.5255 Epoch 1202/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.5226 Epoch 1203/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.5197 Epoch 1204/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.5169 Epoch 1205/2000 1/1 [==============================] - 0s 999us/step - loss: 0.5141 Epoch 1206/2000 1/1 [==============================] - 0s 998us/step - loss: 0.5113 Epoch 1207/2000 1/1 [==============================] - 0s 1000us/step - loss: 0.5085 Epoch 1208/2000 1/1 [==============================] - 0s 999us/step - loss: 0.5057 Epoch 1209/2000 1/1 [==============================] - 0s 1000us/step - loss: 0.5030 Epoch 1210/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.5002 Epoch 1211/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.4975 Epoch 1212/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.4948 Epoch 1213/2000 1/1 [==============================] - 0s 2ms/step - loss: 0.4921 Epoch 1214/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.4895 Epoch 1215/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.4868 Epoch 1216/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.4842 Epoch 1217/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.4816 Epoch 1218/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.4790 Epoch 1219/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.4764 Epoch 1220/2000 1/1 [==============================] - 0s 2ms/step - loss: 0.4738 Epoch 1221/2000 1/1 [==============================] - 0s 2ms/step - loss: 0.4713 Epoch 1222/2000 1/1 [==============================] - 0s 1000us/step - loss: 0.4687 Epoch 1223/2000 1/1 [==============================] - 0s 1000us/step - loss: 0.4662 Epoch 1224/2000 1/1 [==============================] - 0s 1000us/step - loss: 0.4637 Epoch 1225/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.4613 Epoch 1226/2000 1/1 [==============================] - 0s 2ms/step - loss: 0.4588 Epoch 1227/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.4563 Epoch 1228/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.4539 Epoch 1229/2000 1/1 [==============================] - 0s 999us/step - loss: 0.4515 Epoch 1230/2000 1/1 [==============================] - 0s 1000us/step - loss: 0.4491 Epoch 1231/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.4467 Epoch 1232/2000 1/1 [==============================] - 0s 998us/step - loss: 0.4443 Epoch 1233/2000 1/1 [==============================] - 0s 999us/step - loss: 0.4419 Epoch 1234/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.4396 Epoch 1235/2000 1/1 [==============================] - 0s 1000us/step - loss: 0.4373 Epoch 1236/2000 1/1 [==============================] - 0s 2ms/step - loss: 0.4349 Epoch 1237/2000 1/1 [==============================] - 0s 2ms/step - loss: 0.4326 Epoch 1238/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.4303 Epoch 1239/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.4281 Epoch 1240/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.4258 Epoch 1241/2000 1/1 [==============================] - 0s 2ms/step - loss: 0.4236 Epoch 1242/2000 1/1 [==============================] - 0s 2ms/step - loss: 0.4213 Epoch 1243/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.4191 Epoch 1244/2000 1/1 [==============================] - 0s 2ms/step - loss: 0.4169 Epoch 1245/2000 1/1 [==============================] - 0s 3ms/step - loss: 0.4147 Epoch 1246/2000 1/1 [==============================] - 0s 2ms/step - loss: 0.4126 Epoch 1247/2000 1/1 [==============================] - 0s 2ms/step - loss: 0.4104 Epoch 1248/2000 1/1 [==============================] - 0s 1000us/step - loss: 0.4082 Epoch 1249/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.4061 Epoch 1250/2000 1/1 [==============================] - 0s 5ms/step - loss: 0.4040 Epoch 1251/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.4019 Epoch 1252/2000 1/1 [==============================] - 0s 2ms/step - loss: 0.3998 Epoch 1253/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.3977 Epoch 1254/2000 1/1 [==============================] - 0s 2ms/step - loss: 0.3957 Epoch 1255/2000 1/1 [==============================] - 0s 1000us/step - loss: 0.3936 Epoch 1256/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.3916 Epoch 1257/2000 1/1 [==============================] - 0s 2ms/step - loss: 0.3895 Epoch 1258/2000 1/1 [==============================] - 0s 1000us/step - loss: 0.3875 Epoch 1259/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.3855 Epoch 1260/2000 1/1 [==============================] - 0s 2ms/step - loss: 0.3835 Epoch 1261/2000 1/1 [==============================] - 0s 998us/step - loss: 0.3815 Epoch 1262/2000 1/1 [==============================] - 0s 2ms/step - loss: 0.3796 Epoch 1263/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.3776 Epoch 1264/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.3757 Epoch 1265/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.3738 Epoch 1266/2000 1/1 [==============================] - 0s 2ms/step - loss: 0.3718 Epoch 1267/2000 1/1 [==============================] - 0s 998us/step - loss: 0.3699 Epoch 1268/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.3680 Epoch 1269/2000 1/1 [==============================] - 0s 2ms/step - loss: 0.3662 Epoch 1270/2000 1/1 [==============================] - 0s 997us/step - loss: 0.3643 Epoch 1271/2000 1/1 [==============================] - 0s 1000us/step - loss: 0.3624 Epoch 1272/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.3606 Epoch 1273/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.3588 Epoch 1274/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.3570 Epoch 1275/2000 1/1 [==============================] - 0s 999us/step - loss: 0.3551 Epoch 1276/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.3533 Epoch 1277/2000 1/1 [==============================] - 0s 2ms/step - loss: 0.3516 Epoch 1278/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.3498 Epoch 1279/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.3480 Epoch 1280/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.3463 Epoch 1281/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.3445 Epoch 1282/2000 1/1 [==============================] - 0s 1000us/step - loss: 0.3428 Epoch 1283/2000 1/1 [==============================] - 0s 2ms/step - loss: 0.3411 Epoch 1284/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.3394 Epoch 1285/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.3377 Epoch 1286/2000 1/1 [==============================] - 0s 1000us/step - loss: 0.3360 Epoch 1287/2000 1/1 [==============================] - 0s 3ms/step - loss: 0.3343 Epoch 1288/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.3326 Epoch 1289/2000 1/1 [==============================] - 0s 1000us/step - loss: 0.3310 Epoch 1290/2000 1/1 [==============================] - 0s 991us/step - loss: 0.3293 Epoch 1291/2000 1/1 [==============================] - 0s 999us/step - loss: 0.3277 Epoch 1292/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.3261 Epoch 1293/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.3245 Epoch 1294/2000 1/1 [==============================] - 0s 2ms/step - loss: 0.3229 Epoch 1295/2000 1/1 [==============================] - 0s 996us/step - loss: 0.3213 Epoch 1296/2000 1/1 [==============================] - 0s 2ms/step - loss: 0.3197 Epoch 1297/2000 1/1 [==============================] - 0s 999us/step - loss: 0.3181 Epoch 1298/2000 1/1 [==============================] - 0s 999us/step - loss: 0.3166 Epoch 1299/2000 1/1 [==============================] - 0s 1000us/step - loss: 0.3150 Epoch 1300/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.3135 Epoch 1301/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.3119 Epoch 1302/2000 1/1 [==============================] - 0s 2ms/step - loss: 0.3104 Epoch 1303/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.3089 Epoch 1304/2000 1/1 [==============================] - 0s 2ms/step - loss: 0.3074 Epoch 1305/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.3059 Epoch 1306/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.3044 Epoch 1307/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.3029 Epoch 1308/2000 1/1 [==============================] - 0s 1000us/step - loss: 0.3015 Epoch 1309/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.3000 Epoch 1310/2000 1/1 [==============================] - 0s 2ms/step - loss: 0.2986 Epoch 1311/2000 1/1 [==============================] - 0s 2ms/step - loss: 0.2971 Epoch 1312/2000 1/1 [==============================] - 0s 999us/step - loss: 0.2957 Epoch 1313/2000 1/1 [==============================] - 0s 2ms/step - loss: 0.2943 Epoch 1314/2000 1/1 [==============================] - 0s 2ms/step - loss: 0.2929 Epoch 1315/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.2915 Epoch 1316/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.2901 Epoch 1317/2000 1/1 [==============================] - 0s 2ms/step - loss: 0.2887 Epoch 1318/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.2873 Epoch 1319/2000 1/1 [==============================] - 0s 1000us/step - loss: 0.2859 Epoch 1320/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.2846 Epoch 1321/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.2832 Epoch 1322/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.2819 Epoch 1323/2000 1/1 [==============================] - 0s 2ms/step - loss: 0.2806 Epoch 1324/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.2792 Epoch 1325/2000 1/1 [==============================] - 0s 2ms/step - loss: 0.2779 Epoch 1326/2000 1/1 [==============================] - 0s 1000us/step - loss: 0.2766 Epoch 1327/2000 1/1 [==============================] - 0s 998us/step - loss: 0.2753 Epoch 1328/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.2740 Epoch 1329/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.2727 Epoch 1330/2000 1/1 [==============================] - 0s 2ms/step - loss: 0.2715 Epoch 1331/2000 1/1 [==============================] - 0s 2ms/step - loss: 0.2702 Epoch 1332/2000 1/1 [==============================] - 0s 2ms/step - loss: 0.2689 Epoch 1333/2000 1/1 [==============================] - 0s 999us/step - loss: 0.2677 Epoch 1334/2000 1/1 [==============================] - 0s 1000us/step - loss: 0.2664 Epoch 1335/2000 1/1 [==============================] - 0s 2ms/step - loss: 0.2652 Epoch 1336/2000 1/1 [==============================] - 0s 1000us/step - loss: 0.2640 Epoch 1337/2000 1/1 [==============================] - 0s 2ms/step - loss: 0.2627 Epoch 1338/2000 1/1 [==============================] - 0s 2ms/step - loss: 0.2615 Epoch 1339/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.2603 Epoch 1340/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.2591 Epoch 1341/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.2579 Epoch 1342/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.2568 Epoch 1343/2000 1/1 [==============================] - 0s 2ms/step - loss: 0.2556 Epoch 1344/2000 1/1 [==============================] - 0s 2ms/step - loss: 0.2544 Epoch 1345/2000 1/1 [==============================] - 0s 988us/step - loss: 0.2533 Epoch 1346/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.2521 Epoch 1347/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.2510 Epoch 1348/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.2498 Epoch 1349/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.2487 Epoch 1350/2000 1/1 [==============================] - 0s 2ms/step - loss: 0.2476 Epoch 1351/2000 1/1 [==============================] - 0s 997us/step - loss: 0.2465 Epoch 1352/2000 1/1 [==============================] - 0s 1000us/step - loss: 0.2454 Epoch 1353/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.2443 Epoch 1354/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.2432 Epoch 1355/2000 1/1 [==============================] - 0s 2ms/step - loss: 0.2421 Epoch 1356/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.2410 Epoch 1357/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.2399 Epoch 1358/2000 1/1 [==============================] - 0s 999us/step - loss: 0.2388 Epoch 1359/2000 1/1 [==============================] - 0s 988us/step - loss: 0.2378 Epoch 1360/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.2367 Epoch 1361/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.2357 Epoch 1362/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.2346 Epoch 1363/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.2336 Epoch 1364/2000 1/1 [==============================] - 0s 996us/step - loss: 0.2326 Epoch 1365/2000 1/1 [==============================] - 0s 2ms/step - loss: 0.2316 Epoch 1366/2000 1/1 [==============================] - 0s 2ms/step - loss: 0.2305 Epoch 1367/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.2295 Epoch 1368/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.2285 Epoch 1369/2000 1/1 [==============================] - 0s 1000us/step - loss: 0.2275 Epoch 1370/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.2266 Epoch 1371/2000 1/1 [==============================] - 0s 2ms/step - loss: 0.2256 Epoch 1372/2000 1/1 [==============================] - 0s 1000us/step - loss: 0.2246 Epoch 1373/2000 1/1 [==============================] - 0s 2ms/step - loss: 0.2236 Epoch 1374/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.2227 Epoch 1375/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.2217 Epoch 1376/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.2208 Epoch 1377/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.2198 Epoch 1378/2000 1/1 [==============================] - 0s 998us/step - loss: 0.2189 Epoch 1379/2000 1/1 [==============================] - 0s 2ms/step - loss: 0.2179 Epoch 1380/2000 1/1 [==============================] - 0s 999us/step - loss: 0.2170 Epoch 1381/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.2161 Epoch 1382/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.2152 Epoch 1383/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.2143 Epoch 1384/2000 1/1 [==============================] - 0s 2ms/step - loss: 0.2133 Epoch 1385/2000 1/1 [==============================] - 0s 3ms/step - loss: 0.2125 Epoch 1386/2000 1/1 [==============================] - 0s 2ms/step - loss: 0.2116 Epoch 1387/2000
1/1 [==============================] - 0s 2ms/step - loss: 0.2107 Epoch 1388/2000 1/1 [==============================] - 0s 999us/step - loss: 0.2098 Epoch 1389/2000 1/1 [==============================] - 0s 998us/step - loss: 0.2089 Epoch 1390/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.2080 Epoch 1391/2000 1/1 [==============================] - 0s 996us/step - loss: 0.2072 Epoch 1392/2000 1/1 [==============================] - 0s 999us/step - loss: 0.2063 Epoch 1393/2000 1/1 [==============================] - 0s 2ms/step - loss: 0.2055 Epoch 1394/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.2046 Epoch 1395/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.2038 Epoch 1396/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.2029 Epoch 1397/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.2021 Epoch 1398/2000 1/1 [==============================] - 0s 997us/step - loss: 0.2013 Epoch 1399/2000 1/1 [==============================] - 0s 2ms/step - loss: 0.2004 Epoch 1400/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.1996 Epoch 1401/2000 1/1 [==============================] - 0s 999us/step - loss: 0.1988 Epoch 1402/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.1980 Epoch 1403/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.1972 Epoch 1404/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.1964 Epoch 1405/2000 1/1 [==============================] - 0s 1000us/step - loss: 0.1956 Epoch 1406/2000 1/1 [==============================] - 0s 2ms/step - loss: 0.1948 Epoch 1407/2000 1/1 [==============================] - 0s 999us/step - loss: 0.1941 Epoch 1408/2000 1/1 [==============================] - 0s 1000us/step - loss: 0.1933 Epoch 1409/2000 1/1 [==============================] - 0s 2ms/step - loss: 0.1925 Epoch 1410/2000 1/1 [==============================] - 0s 2ms/step - loss: 0.1917 Epoch 1411/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.1910 Epoch 1412/2000 1/1 [==============================] - 0s 2ms/step - loss: 0.1902 Epoch 1413/2000 1/1 [==============================] - 0s 2ms/step - loss: 0.1895 Epoch 1414/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.1887 Epoch 1415/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.1880 Epoch 1416/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.1872 Epoch 1417/2000 1/1 [==============================] - 0s 2ms/step - loss: 0.1865 Epoch 1418/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.1858 Epoch 1419/2000 1/1 [==============================] - 0s 2ms/step - loss: 0.1850 Epoch 1420/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.1843 Epoch 1421/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.1836 Epoch 1422/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.1829 Epoch 1423/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.1822 Epoch 1424/2000 1/1 [==============================] - 0s 2ms/step - loss: 0.1815 Epoch 1425/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.1808 Epoch 1426/2000 1/1 [==============================] - 0s 2ms/step - loss: 0.1801 Epoch 1427/2000 1/1 [==============================] - 0s 2ms/step - loss: 0.1794 Epoch 1428/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.1787 Epoch 1429/2000 1/1 [==============================] - 0s 2ms/step - loss: 0.1781 Epoch 1430/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.1774 Epoch 1431/2000 1/1 [==============================] - 0s 1000us/step - loss: 0.1767 Epoch 1432/2000 1/1 [==============================] - 0s 2ms/step - loss: 0.1760 Epoch 1433/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.1754 Epoch 1434/2000 1/1 [==============================] - 0s 1000us/step - loss: 0.1747 Epoch 1435/2000 1/1 [==============================] - 0s 2ms/step - loss: 0.1741 Epoch 1436/2000 1/1 [==============================] - 0s 2ms/step - loss: 0.1734 Epoch 1437/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.1728 Epoch 1438/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.1721 Epoch 1439/2000 1/1 [==============================] - 0s 2ms/step - loss: 0.1715 Epoch 1440/2000 1/1 [==============================] - 0s 2ms/step - loss: 0.1709 Epoch 1441/2000 1/1 [==============================] - 0s 998us/step - loss: 0.1702 Epoch 1442/2000 1/1 [==============================] - 0s 2ms/step - loss: 0.1696 Epoch 1443/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.1690 Epoch 1444/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.1684 Epoch 1445/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.1677 Epoch 1446/2000 1/1 [==============================] - 0s 2ms/step - loss: 0.1671 Epoch 1447/2000 1/1 [==============================] - 0s 999us/step - loss: 0.1665 Epoch 1448/2000 1/1 [==============================] - 0s 999us/step - loss: 0.1659 Epoch 1449/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.1653 Epoch 1450/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.1647 Epoch 1451/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.1641 Epoch 1452/2000 1/1 [==============================] - 0s 1000us/step - loss: 0.1636 Epoch 1453/2000 1/1 [==============================] - 0s 2ms/step - loss: 0.1630 Epoch 1454/2000 1/1 [==============================] - 0s 2ms/step - loss: 0.1624 Epoch 1455/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.1618 Epoch 1456/2000 1/1 [==============================] - 0s 2ms/step - loss: 0.1612 Epoch 1457/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.1607 Epoch 1458/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.1601 Epoch 1459/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.1596 Epoch 1460/2000 1/1 [==============================] - 0s 2ms/step - loss: 0.1590 Epoch 1461/2000 1/1 [==============================] - 0s 999us/step - loss: 0.1584 Epoch 1462/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.1579 Epoch 1463/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.1573 Epoch 1464/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.1568 Epoch 1465/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.1563 Epoch 1466/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.1557 Epoch 1467/2000 1/1 [==============================] - 0s 997us/step - loss: 0.1552 Epoch 1468/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.1547 Epoch 1469/2000 1/1 [==============================] - 0s 999us/step - loss: 0.1541 Epoch 1470/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.1536 Epoch 1471/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.1531 Epoch 1472/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.1526 Epoch 1473/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.1520 Epoch 1474/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.1515 Epoch 1475/2000 1/1 [==============================] - 0s 2ms/step - loss: 0.1510 Epoch 1476/2000 1/1 [==============================] - 0s 999us/step - loss: 0.1505 Epoch 1477/2000 1/1 [==============================] - 0s 1000us/step - loss: 0.1500 Epoch 1478/2000 1/1 [==============================] - 0s 2ms/step - loss: 0.1495 Epoch 1479/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.1490 Epoch 1480/2000 1/1 [==============================] - 0s 2ms/step - loss: 0.1485 Epoch 1481/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.1481 Epoch 1482/2000 1/1 [==============================] - 0s 2ms/step - loss: 0.1476 Epoch 1483/2000 1/1 [==============================] - 0s 999us/step - loss: 0.1471 Epoch 1484/2000 1/1 [==============================] - 0s 999us/step - loss: 0.1466 Epoch 1485/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.1461 Epoch 1486/2000 1/1 [==============================] - 0s 2ms/step - loss: 0.1457 Epoch 1487/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.1452 Epoch 1488/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.1447 Epoch 1489/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.1443 Epoch 1490/2000 1/1 [==============================] - 0s 2ms/step - loss: 0.1438 Epoch 1491/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.1433 Epoch 1492/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.1429 Epoch 1493/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.1424 Epoch 1494/2000 1/1 [==============================] - 0s 1000us/step - loss: 0.1420 Epoch 1495/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.1415 Epoch 1496/2000 1/1 [==============================] - 0s 1000us/step - loss: 0.1411 Epoch 1497/2000 1/1 [==============================] - 0s 999us/step - loss: 0.1406 Epoch 1498/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.1402 Epoch 1499/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.1398 Epoch 1500/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.1393 Epoch 1501/2000 1/1 [==============================] - 0s 998us/step - loss: 0.1389 Epoch 1502/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.1385 Epoch 1503/2000 1/1 [==============================] - 0s 999us/step - loss: 0.1381 Epoch 1504/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.1376 Epoch 1505/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.1372 Epoch 1506/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.1368 Epoch 1507/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.1364 Epoch 1508/2000 1/1 [==============================] - 0s 999us/step - loss: 0.1360 Epoch 1509/2000 1/1 [==============================] - 0s 2ms/step - loss: 0.1356 Epoch 1510/2000 1/1 [==============================] - 0s 2ms/step - loss: 0.1352 Epoch 1511/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.1348 Epoch 1512/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.1344 Epoch 1513/2000 1/1 [==============================] - 0s 2ms/step - loss: 0.1340 Epoch 1514/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.1336 Epoch 1515/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.1332 Epoch 1516/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.1328 Epoch 1517/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.1324 Epoch 1518/2000 1/1 [==============================] - 0s 2ms/step - loss: 0.1320 Epoch 1519/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.1316 Epoch 1520/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.1312 Epoch 1521/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.1309 Epoch 1522/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.1305 Epoch 1523/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.1301 Epoch 1524/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.1297 Epoch 1525/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.1294 Epoch 1526/2000 1/1 [==============================] - 0s 2ms/step - loss: 0.1290 Epoch 1527/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.1286 Epoch 1528/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.1283 Epoch 1529/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.1279 Epoch 1530/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.1275 Epoch 1531/2000 1/1 [==============================] - 0s 2ms/step - loss: 0.1272 Epoch 1532/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.1268 Epoch 1533/2000 1/1 [==============================] - 0s 999us/step - loss: 0.1265 Epoch 1534/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.1261 Epoch 1535/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.1258 Epoch 1536/2000 1/1 [==============================] - 0s 1000us/step - loss: 0.1255 Epoch 1537/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.1251 Epoch 1538/2000 1/1 [==============================] - 0s 2ms/step - loss: 0.1248 Epoch 1539/2000 1/1 [==============================] - 0s 999us/step - loss: 0.1244 Epoch 1540/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.1241 Epoch 1541/2000 1/1 [==============================] - 0s 999us/step - loss: 0.1238 Epoch 1542/2000 1/1 [==============================] - 0s 2ms/step - loss: 0.1234 Epoch 1543/2000 1/1 [==============================] - 0s 2ms/step - loss: 0.1231 Epoch 1544/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.1228 Epoch 1545/2000 1/1 [==============================] - 0s 2ms/step - loss: 0.1224 Epoch 1546/2000 1/1 [==============================] - 0s 997us/step - loss: 0.1221 Epoch 1547/2000 1/1 [==============================] - 0s 999us/step - loss: 0.1218 Epoch 1548/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.1215 Epoch 1549/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.1212 Epoch 1550/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.1209 Epoch 1551/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.1205 Epoch 1552/2000 1/1 [==============================] - 0s 998us/step - loss: 0.1202 Epoch 1553/2000 1/1 [==============================] - 0s 2ms/step - loss: 0.1199 Epoch 1554/2000 1/1 [==============================] - 0s 1000us/step - loss: 0.1196 Epoch 1555/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.1193 Epoch 1556/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.1190 Epoch 1557/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.1187 Epoch 1558/2000 1/1 [==============================] - 0s 2ms/step - loss: 0.1184 Epoch 1559/2000 1/1 [==============================] - 0s 2ms/step - loss: 0.1181 Epoch 1560/2000 1/1 [==============================] - 0s 2ms/step - loss: 0.1178 Epoch 1561/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.1175 Epoch 1562/2000 1/1 [==============================] - 0s 999us/step - loss: 0.1172 Epoch 1563/2000 1/1 [==============================] - 0s 999us/step - loss: 0.1169 Epoch 1564/2000 1/1 [==============================] - 0s 2ms/step - loss: 0.1166 Epoch 1565/2000 1/1 [==============================] - 0s 2ms/step - loss: 0.1164 Epoch 1566/2000 1/1 [==============================] - 0s 998us/step - loss: 0.1161 Epoch 1567/2000 1/1 [==============================] - 0s 2ms/step - loss: 0.1158 Epoch 1568/2000 1/1 [==============================] - 0s 999us/step - loss: 0.1155 Epoch 1569/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.1152 Epoch 1570/2000 1/1 [==============================] - 0s 2ms/step - loss: 0.1150 Epoch 1571/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.1147 Epoch 1572/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.1144 Epoch 1573/2000 1/1 [==============================] - 0s 1000us/step - loss: 0.1141 Epoch 1574/2000 1/1 [==============================] - 0s 999us/step - loss: 0.1139 Epoch 1575/2000 1/1 [==============================] - 0s 2ms/step - loss: 0.1136 Epoch 1576/2000 1/1 [==============================] - 0s 1000us/step - loss: 0.1133 Epoch 1577/2000 1/1 [==============================] - 0s 998us/step - loss: 0.1131 Epoch 1578/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.1128 Epoch 1579/2000 1/1 [==============================] - 0s 1000us/step - loss: 0.1125 Epoch 1580/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.1123 Epoch 1581/2000 1/1 [==============================] - 0s 998us/step - loss: 0.1120 Epoch 1582/2000 1/1 [==============================] - 0s 999us/step - loss: 0.1118 Epoch 1583/2000 1/1 [==============================] - 0s 999us/step - loss: 0.1115 Epoch 1584/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.1112 Epoch 1585/2000
1/1 [==============================] - 0s 1ms/step - loss: 0.1110 Epoch 1586/2000 1/1 [==============================] - 0s 2ms/step - loss: 0.1107 Epoch 1587/2000 1/1 [==============================] - 0s 2ms/step - loss: 0.1105 Epoch 1588/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.1102 Epoch 1589/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.1100 Epoch 1590/2000 1/1 [==============================] - 0s 997us/step - loss: 0.1098 Epoch 1591/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.1095 Epoch 1592/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.1093 Epoch 1593/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.1090 Epoch 1594/2000 1/1 [==============================] - 0s 2ms/step - loss: 0.1088 Epoch 1595/2000 1/1 [==============================] - 0s 2ms/step - loss: 0.1086 Epoch 1596/2000 1/1 [==============================] - 0s 998us/step - loss: 0.1083 Epoch 1597/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.1081 Epoch 1598/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.1079 Epoch 1599/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.1076 Epoch 1600/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.1074 Epoch 1601/2000 1/1 [==============================] - 0s 2ms/step - loss: 0.1072 Epoch 1602/2000 1/1 [==============================] - 0s 2ms/step - loss: 0.1069 Epoch 1603/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.1067 Epoch 1604/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.1065 Epoch 1605/2000 1/1 [==============================] - 0s 2ms/step - loss: 0.1063 Epoch 1606/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.1061 Epoch 1607/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.1058 Epoch 1608/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.1056 Epoch 1609/2000 1/1 [==============================] - 0s 2ms/step - loss: 0.1054 Epoch 1610/2000 1/1 [==============================] - 0s 2ms/step - loss: 0.1052 Epoch 1611/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.1050 Epoch 1612/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.1048 Epoch 1613/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.1045 Epoch 1614/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.1043 Epoch 1615/2000 1/1 [==============================] - 0s 996us/step - loss: 0.1041 Epoch 1616/2000 1/1 [==============================] - 0s 3ms/step - loss: 0.1039 Epoch 1617/2000 1/1 [==============================] - 0s 999us/step - loss: 0.1037 Epoch 1618/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.1035 Epoch 1619/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.1033 Epoch 1620/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.1031 Epoch 1621/2000 1/1 [==============================] - 0s 1000us/step - loss: 0.1029 Epoch 1622/2000 1/1 [==============================] - 0s 2ms/step - loss: 0.1027 Epoch 1623/2000 1/1 [==============================] - 0s 2ms/step - loss: 0.1025 Epoch 1624/2000 1/1 [==============================] - 0s 998us/step - loss: 0.1023 Epoch 1625/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.1021 Epoch 1626/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.1019 Epoch 1627/2000 1/1 [==============================] - 0s 2ms/step - loss: 0.1017 Epoch 1628/2000 1/1 [==============================] - 0s 2ms/step - loss: 0.1015 Epoch 1629/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.1013 Epoch 1630/2000 1/1 [==============================] - 0s 1000us/step - loss: 0.1012 Epoch 1631/2000 1/1 [==============================] - 0s 2ms/step - loss: 0.1010 Epoch 1632/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.1008 Epoch 1633/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.1006 Epoch 1634/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.1004 Epoch 1635/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.1002 Epoch 1636/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.1000 Epoch 1637/2000 1/1 [==============================] - 0s 2ms/step - loss: 0.0999 Epoch 1638/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.0997 Epoch 1639/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.0995 Epoch 1640/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.0993 Epoch 1641/2000 1/1 [==============================] - 0s 999us/step - loss: 0.0991 Epoch 1642/2000 1/1 [==============================] - 0s 2ms/step - loss: 0.0990 Epoch 1643/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.0988 Epoch 1644/2000 1/1 [==============================] - 0s 2ms/step - loss: 0.0986 Epoch 1645/2000 1/1 [==============================] - 0s 1000us/step - loss: 0.0985 Epoch 1646/2000 1/1 [==============================] - 0s 999us/step - loss: 0.0983 Epoch 1647/2000 1/1 [==============================] - 0s 2ms/step - loss: 0.0981 Epoch 1648/2000 1/1 [==============================] - 0s 2ms/step - loss: 0.0979 Epoch 1649/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.0978 Epoch 1650/2000 1/1 [==============================] - 0s 997us/step - loss: 0.0976 Epoch 1651/2000 1/1 [==============================] - 0s 999us/step - loss: 0.0974 Epoch 1652/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.0973 Epoch 1653/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.0971 Epoch 1654/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.0970 Epoch 1655/2000 1/1 [==============================] - 0s 2ms/step - loss: 0.0968 Epoch 1656/2000 1/1 [==============================] - 0s 2ms/step - loss: 0.0966 Epoch 1657/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.0965 Epoch 1658/2000 1/1 [==============================] - 0s 999us/step - loss: 0.0963 Epoch 1659/2000 1/1 [==============================] - 0s 1000us/step - loss: 0.0962 Epoch 1660/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.0960 Epoch 1661/2000 1/1 [==============================] - 0s 2ms/step - loss: 0.0958 Epoch 1662/2000 1/1 [==============================] - 0s 2ms/step - loss: 0.0957 Epoch 1663/2000 1/1 [==============================] - 0s 2ms/step - loss: 0.0955 Epoch 1664/2000 1/1 [==============================] - 0s 2ms/step - loss: 0.0954 Epoch 1665/2000 1/1 [==============================] - 0s 3ms/step - loss: 0.0952 Epoch 1666/2000 1/1 [==============================] - 0s 2ms/step - loss: 0.0951 Epoch 1667/2000 1/1 [==============================] - 0s 997us/step - loss: 0.0949 Epoch 1668/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.0948 Epoch 1669/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.0946 Epoch 1670/2000 1/1 [==============================] - 0s 2ms/step - loss: 0.0945 Epoch 1671/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.0943 Epoch 1672/2000 1/1 [==============================] - 0s 2ms/step - loss: 0.0942 Epoch 1673/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.0940 Epoch 1674/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.0939 Epoch 1675/2000 1/1 [==============================] - 0s 2ms/step - loss: 0.0938 Epoch 1676/2000 1/1 [==============================] - 0s 2ms/step - loss: 0.0936 Epoch 1677/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.0935 Epoch 1678/2000 1/1 [==============================] - 0s 999us/step - loss: 0.0933 Epoch 1679/2000 1/1 [==============================] - 0s 2ms/step - loss: 0.0932 Epoch 1680/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.0931 Epoch 1681/2000 1/1 [==============================] - 0s 2ms/step - loss: 0.0929 Epoch 1682/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.0928 Epoch 1683/2000 1/1 [==============================] - 0s 999us/step - loss: 0.0927 Epoch 1684/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.0925 Epoch 1685/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.0924 Epoch 1686/2000 1/1 [==============================] - 0s 2ms/step - loss: 0.0923 Epoch 1687/2000 1/1 [==============================] - 0s 1000us/step - loss: 0.0921 Epoch 1688/2000 1/1 [==============================] - 0s 1000us/step - loss: 0.0920 Epoch 1689/2000 1/1 [==============================] - 0s 999us/step - loss: 0.0919 Epoch 1690/2000 1/1 [==============================] - 0s 2ms/step - loss: 0.0917 Epoch 1691/2000 1/1 [==============================] - 0s 998us/step - loss: 0.0916 Epoch 1692/2000 1/1 [==============================] - 0s 2ms/step - loss: 0.0915 Epoch 1693/2000 1/1 [==============================] - 0s 1000us/step - loss: 0.0913 Epoch 1694/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.0912 Epoch 1695/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.0911 Epoch 1696/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.0910 Epoch 1697/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.0908 Epoch 1698/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.0907 Epoch 1699/2000 1/1 [==============================] - 0s 1000us/step - loss: 0.0906 Epoch 1700/2000 1/1 [==============================] - 0s 2ms/step - loss: 0.0905 Epoch 1701/2000 1/1 [==============================] - 0s 1000us/step - loss: 0.0904 Epoch 1702/2000 1/1 [==============================] - 0s 2ms/step - loss: 0.0902 Epoch 1703/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.0901 Epoch 1704/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.0900 Epoch 1705/2000 1/1 [==============================] - 0s 999us/step - loss: 0.0899 Epoch 1706/2000 1/1 [==============================] - 0s 2ms/step - loss: 0.0898 Epoch 1707/2000 1/1 [==============================] - 0s 2ms/step - loss: 0.0896 Epoch 1708/2000 1/1 [==============================] - 0s 5ms/step - loss: 0.0895 Epoch 1709/2000 1/1 [==============================] - 0s 999us/step - loss: 0.0894 Epoch 1710/2000 1/1 [==============================] - 0s 2ms/step - loss: 0.0893 Epoch 1711/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.0892 Epoch 1712/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.0891 Epoch 1713/2000 1/1 [==============================] - 0s 1000us/step - loss: 0.0890 Epoch 1714/2000 1/1 [==============================] - 0s 2ms/step - loss: 0.0889 Epoch 1715/2000 1/1 [==============================] - 0s 2ms/step - loss: 0.0887 Epoch 1716/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.0886 Epoch 1717/2000 1/1 [==============================] - 0s 1000us/step - loss: 0.0885 Epoch 1718/2000 1/1 [==============================] - 0s 2ms/step - loss: 0.0884 Epoch 1719/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.0883 Epoch 1720/2000 1/1 [==============================] - 0s 2ms/step - loss: 0.0882 Epoch 1721/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.0881 Epoch 1722/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.0880 Epoch 1723/2000 1/1 [==============================] - 0s 2ms/step - loss: 0.0879 Epoch 1724/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.0878 Epoch 1725/2000 1/1 [==============================] - 0s 999us/step - loss: 0.0877 Epoch 1726/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.0876 Epoch 1727/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.0875 Epoch 1728/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.0874 Epoch 1729/2000 1/1 [==============================] - 0s 2ms/step - loss: 0.0873 Epoch 1730/2000 1/1 [==============================] - 0s 999us/step - loss: 0.0872 Epoch 1731/2000 1/1 [==============================] - 0s 2ms/step - loss: 0.0871 Epoch 1732/2000 1/1 [==============================] - 0s 1000us/step - loss: 0.0870 Epoch 1733/2000 1/1 [==============================] - 0s 999us/step - loss: 0.0869 Epoch 1734/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.0868 Epoch 1735/2000 1/1 [==============================] - 0s 2ms/step - loss: 0.0867 Epoch 1736/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.0866 Epoch 1737/2000 1/1 [==============================] - 0s 2ms/step - loss: 0.0865 Epoch 1738/2000 1/1 [==============================] - 0s 1000us/step - loss: 0.0864 Epoch 1739/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.0863 Epoch 1740/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.0862 Epoch 1741/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.0861 Epoch 1742/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.0860 Epoch 1743/2000 1/1 [==============================] - 0s 999us/step - loss: 0.0859 Epoch 1744/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.0858 Epoch 1745/2000 1/1 [==============================] - 0s 2ms/step - loss: 0.0857 Epoch 1746/2000 1/1 [==============================] - 0s 998us/step - loss: 0.0857 Epoch 1747/2000 1/1 [==============================] - 0s 1000us/step - loss: 0.0856 Epoch 1748/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.0855 Epoch 1749/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.0854 Epoch 1750/2000 1/1 [==============================] - 0s 2ms/step - loss: 0.0853 Epoch 1751/2000 1/1 [==============================] - 0s 2ms/step - loss: 0.0852 Epoch 1752/2000 1/1 [==============================] - 0s 2ms/step - loss: 0.0851 Epoch 1753/2000 1/1 [==============================] - 0s 2ms/step - loss: 0.0850 Epoch 1754/2000 1/1 [==============================] - 0s 999us/step - loss: 0.0849 Epoch 1755/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.0849 Epoch 1756/2000 1/1 [==============================] - 0s 2ms/step - loss: 0.0848 Epoch 1757/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.0847 Epoch 1758/2000 1/1 [==============================] - 0s 2ms/step - loss: 0.0846 Epoch 1759/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.0845 Epoch 1760/2000 1/1 [==============================] - 0s 999us/step - loss: 0.0844 Epoch 1761/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.0844 Epoch 1762/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.0843 Epoch 1763/2000 1/1 [==============================] - 0s 2ms/step - loss: 0.0842 Epoch 1764/2000 1/1 [==============================] - 0s 999us/step - loss: 0.0841 Epoch 1765/2000 1/1 [==============================] - 0s 2ms/step - loss: 0.0840 Epoch 1766/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.0840 Epoch 1767/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.0839 Epoch 1768/2000 1/1 [==============================] - 0s 999us/step - loss: 0.0838 Epoch 1769/2000 1/1 [==============================] - 0s 2ms/step - loss: 0.0837 Epoch 1770/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.0836 Epoch 1771/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.0836 Epoch 1772/2000 1/1 [==============================] - 0s 2ms/step - loss: 0.0835 Epoch 1773/2000 1/1 [==============================] - 0s 2ms/step - loss: 0.0834 Epoch 1774/2000 1/1 [==============================] - 0s 2ms/step - loss: 0.0833 Epoch 1775/2000 1/1 [==============================] - 0s 2ms/step - loss: 0.0833 Epoch 1776/2000 1/1 [==============================] - 0s 1000us/step - loss: 0.0832 Epoch 1777/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.0831 Epoch 1778/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.0830 Epoch 1779/2000 1/1 [==============================] - 0s 2ms/step - loss: 0.0830 Epoch 1780/2000 1/1 [==============================] - 0s 999us/step - loss: 0.0829 Epoch 1781/2000 1/1 [==============================] - 0s 2ms/step - loss: 0.0828 Epoch 1782/2000 1/1 [==============================] - 0s 999us/step - loss: 0.0827 Epoch 1783/2000
1/1 [==============================] - 0s 1ms/step - loss: 0.0827 Epoch 1784/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.0826 Epoch 1785/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.0825 Epoch 1786/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.0825 Epoch 1787/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.0824 Epoch 1788/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.0823 Epoch 1789/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.0823 Epoch 1790/2000 1/1 [==============================] - 0s 2ms/step - loss: 0.0822 Epoch 1791/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.0821 Epoch 1792/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.0820 Epoch 1793/2000 1/1 [==============================] - 0s 2ms/step - loss: 0.0820 Epoch 1794/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.0819 Epoch 1795/2000 1/1 [==============================] - 0s 2ms/step - loss: 0.0818 Epoch 1796/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.0818 Epoch 1797/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.0817 Epoch 1798/2000 1/1 [==============================] - 0s 1000us/step - loss: 0.0816 Epoch 1799/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.0816 Epoch 1800/2000 1/1 [==============================] - 0s 2ms/step - loss: 0.0815 Epoch 1801/2000 1/1 [==============================] - 0s 2ms/step - loss: 0.0815 Epoch 1802/2000 1/1 [==============================] - 0s 996us/step - loss: 0.0814 Epoch 1803/2000 1/1 [==============================] - 0s 2ms/step - loss: 0.0813 Epoch 1804/2000 1/1 [==============================] - 0s 999us/step - loss: 0.0813 Epoch 1805/2000 1/1 [==============================] - 0s 999us/step - loss: 0.0812 Epoch 1806/2000 1/1 [==============================] - 0s 999us/step - loss: 0.0811 Epoch 1807/2000 1/1 [==============================] - 0s 2ms/step - loss: 0.0811 Epoch 1808/2000 1/1 [==============================] - 0s 2ms/step - loss: 0.0810 Epoch 1809/2000 1/1 [==============================] - 0s 2ms/step - loss: 0.0810 Epoch 1810/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.0809 Epoch 1811/2000 1/1 [==============================] - 0s 2ms/step - loss: 0.0808 Epoch 1812/2000 1/1 [==============================] - 0s 1000us/step - loss: 0.0808 Epoch 1813/2000 1/1 [==============================] - 0s 999us/step - loss: 0.0807 Epoch 1814/2000 1/1 [==============================] - 0s 998us/step - loss: 0.0807 Epoch 1815/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.0806 Epoch 1816/2000 1/1 [==============================] - 0s 2ms/step - loss: 0.0805 Epoch 1817/2000 1/1 [==============================] - 0s 2ms/step - loss: 0.0805 Epoch 1818/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.0804 Epoch 1819/2000 1/1 [==============================] - 0s 999us/step - loss: 0.0804 Epoch 1820/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.0803 Epoch 1821/2000 1/1 [==============================] - 0s 2ms/step - loss: 0.0803 Epoch 1822/2000 1/1 [==============================] - 0s 998us/step - loss: 0.0802 Epoch 1823/2000 1/1 [==============================] - 0s 999us/step - loss: 0.0801 Epoch 1824/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.0801 Epoch 1825/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.0800 Epoch 1826/2000 1/1 [==============================] - 0s 2ms/step - loss: 0.0800 Epoch 1827/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.0799 Epoch 1828/2000 1/1 [==============================] - 0s 997us/step - loss: 0.0799 Epoch 1829/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.0798 Epoch 1830/2000 1/1 [==============================] - 0s 999us/step - loss: 0.0798 Epoch 1831/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.0797 Epoch 1832/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.0797 Epoch 1833/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.0796 Epoch 1834/2000 1/1 [==============================] - 0s 2ms/step - loss: 0.0796 Epoch 1835/2000 1/1 [==============================] - 0s 2ms/step - loss: 0.0795 Epoch 1836/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.0795 Epoch 1837/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.0794 Epoch 1838/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.0794 Epoch 1839/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.0793 Epoch 1840/2000 1/1 [==============================] - 0s 2ms/step - loss: 0.0793 Epoch 1841/2000 1/1 [==============================] - 0s 2ms/step - loss: 0.0792 Epoch 1842/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.0792 Epoch 1843/2000 1/1 [==============================] - 0s 2ms/step - loss: 0.0791 Epoch 1844/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.0791 Epoch 1845/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.0790 Epoch 1846/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.0790 Epoch 1847/2000 1/1 [==============================] - 0s 2ms/step - loss: 0.0789 Epoch 1848/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.0789 Epoch 1849/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.0788 Epoch 1850/2000 1/1 [==============================] - 0s 2ms/step - loss: 0.0788 Epoch 1851/2000 1/1 [==============================] - 0s 999us/step - loss: 0.0787 Epoch 1852/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.0787 Epoch 1853/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.0786 Epoch 1854/2000 1/1 [==============================] - 0s 2ms/step - loss: 0.0786 Epoch 1855/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.0785 Epoch 1856/2000 1/1 [==============================] - 0s 2ms/step - loss: 0.0785 Epoch 1857/2000 1/1 [==============================] - 0s 998us/step - loss: 0.0785 Epoch 1858/2000 1/1 [==============================] - 0s 2ms/step - loss: 0.0784 Epoch 1859/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.0784 Epoch 1860/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.0783 Epoch 1861/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.0783 Epoch 1862/2000 1/1 [==============================] - 0s 2ms/step - loss: 0.0782 Epoch 1863/2000 1/1 [==============================] - 0s 2ms/step - loss: 0.0782 Epoch 1864/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.0781 Epoch 1865/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.0781 Epoch 1866/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.0781 Epoch 1867/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.0780 Epoch 1868/2000 1/1 [==============================] - 0s 2ms/step - loss: 0.0780 Epoch 1869/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.0779 Epoch 1870/2000 1/1 [==============================] - 0s 2ms/step - loss: 0.0779 Epoch 1871/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.0779 Epoch 1872/2000 1/1 [==============================] - 0s 0s/step - loss: 0.0778 Epoch 1873/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.0778 Epoch 1874/2000 1/1 [==============================] - 0s 2ms/step - loss: 0.0777 Epoch 1875/2000 1/1 [==============================] - 0s 2ms/step - loss: 0.0777 Epoch 1876/2000 1/1 [==============================] - 0s 996us/step - loss: 0.0777 Epoch 1877/2000 1/1 [==============================] - 0s 2ms/step - loss: 0.0776 Epoch 1878/2000 1/1 [==============================] - 0s 998us/step - loss: 0.0776 Epoch 1879/2000 1/1 [==============================] - 0s 999us/step - loss: 0.0775 Epoch 1880/2000 1/1 [==============================] - 0s 999us/step - loss: 0.0775 Epoch 1881/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.0775 Epoch 1882/2000 1/1 [==============================] - 0s 2ms/step - loss: 0.0774 Epoch 1883/2000 1/1 [==============================] - 0s 999us/step - loss: 0.0774 Epoch 1884/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.0773 Epoch 1885/2000 1/1 [==============================] - 0s 1000us/step - loss: 0.0773 Epoch 1886/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.0773 Epoch 1887/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.0772 Epoch 1888/2000 1/1 [==============================] - 0s 535us/step - loss: 0.0772 Epoch 1889/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.0772 Epoch 1890/2000 1/1 [==============================] - 0s 999us/step - loss: 0.0771 Epoch 1891/2000 1/1 [==============================] - 0s 2ms/step - loss: 0.0771 Epoch 1892/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.0771 Epoch 1893/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.0770 Epoch 1894/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.0770 Epoch 1895/2000 1/1 [==============================] - 0s 2ms/step - loss: 0.0769 Epoch 1896/2000 1/1 [==============================] - 0s 2ms/step - loss: 0.0769 Epoch 1897/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.0769 Epoch 1898/2000 1/1 [==============================] - 0s 1000us/step - loss: 0.0768 Epoch 1899/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.0768 Epoch 1900/2000 1/1 [==============================] - 0s 1000us/step - loss: 0.0768 Epoch 1901/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.0767 Epoch 1902/2000 1/1 [==============================] - 0s 2ms/step - loss: 0.0767 Epoch 1903/2000 1/1 [==============================] - 0s 995us/step - loss: 0.0767 Epoch 1904/2000 1/1 [==============================] - 0s 2ms/step - loss: 0.0766 Epoch 1905/2000 1/1 [==============================] - 0s 999us/step - loss: 0.0766 Epoch 1906/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.0766 Epoch 1907/2000 1/1 [==============================] - 0s 1000us/step - loss: 0.0765 Epoch 1908/2000 1/1 [==============================] - 0s 999us/step - loss: 0.0765 Epoch 1909/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.0765 Epoch 1910/2000 1/1 [==============================] - 0s 2ms/step - loss: 0.0764 Epoch 1911/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.0764 Epoch 1912/2000 1/1 [==============================] - 0s 999us/step - loss: 0.0764 Epoch 1913/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.0763 Epoch 1914/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.0763 Epoch 1915/2000 1/1 [==============================] - 0s 1000us/step - loss: 0.0763 Epoch 1916/2000 1/1 [==============================] - 0s 2ms/step - loss: 0.0763 Epoch 1917/2000 1/1 [==============================] - 0s 2ms/step - loss: 0.0762 Epoch 1918/2000 1/1 [==============================] - 0s 2ms/step - loss: 0.0762 Epoch 1919/2000 1/1 [==============================] - 0s 2ms/step - loss: 0.0762 Epoch 1920/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.0761 Epoch 1921/2000 1/1 [==============================] - 0s 2ms/step - loss: 0.0761 Epoch 1922/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.0761 Epoch 1923/2000 1/1 [==============================] - 0s 2ms/step - loss: 0.0760 Epoch 1924/2000 1/1 [==============================] - 0s 1000us/step - loss: 0.0760 Epoch 1925/2000 1/1 [==============================] - 0s 2ms/step - loss: 0.0760 Epoch 1926/2000 1/1 [==============================] - 0s 2ms/step - loss: 0.0760 Epoch 1927/2000 1/1 [==============================] - 0s 998us/step - loss: 0.0759 Epoch 1928/2000 1/1 [==============================] - 0s 2ms/step - loss: 0.0759 Epoch 1929/2000 1/1 [==============================] - 0s 2ms/step - loss: 0.0759 Epoch 1930/2000 1/1 [==============================] - 0s 2ms/step - loss: 0.0758 Epoch 1931/2000 1/1 [==============================] - 0s 2ms/step - loss: 0.0758 Epoch 1932/2000 1/1 [==============================] - 0s 2ms/step - loss: 0.0758 Epoch 1933/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.0758 Epoch 1934/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.0757 Epoch 1935/2000 1/1 [==============================] - 0s 2ms/step - loss: 0.0757 Epoch 1936/2000 1/1 [==============================] - 0s 2ms/step - loss: 0.0757 Epoch 1937/2000 1/1 [==============================] - 0s 2ms/step - loss: 0.0757 Epoch 1938/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.0756 Epoch 1939/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.0756 Epoch 1940/2000 1/1 [==============================] - 0s 1000us/step - loss: 0.0756 Epoch 1941/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.0755 Epoch 1942/2000 1/1 [==============================] - 0s 999us/step - loss: 0.0755 Epoch 1943/2000 1/1 [==============================] - 0s 2ms/step - loss: 0.0755 Epoch 1944/2000 1/1 [==============================] - 0s 997us/step - loss: 0.0755 Epoch 1945/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.0754 Epoch 1946/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.0754 Epoch 1947/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.0754 Epoch 1948/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.0754 Epoch 1949/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.0753 Epoch 1950/2000 1/1 [==============================] - 0s 2ms/step - loss: 0.0753 Epoch 1951/2000 1/1 [==============================] - 0s 1000us/step - loss: 0.0753 Epoch 1952/2000 1/1 [==============================] - 0s 1000us/step - loss: 0.0753 Epoch 1953/2000 1/1 [==============================] - 0s 2ms/step - loss: 0.0752 Epoch 1954/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.0752 Epoch 1955/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.0752 Epoch 1956/2000 1/1 [==============================] - 0s 2ms/step - loss: 0.0752 Epoch 1957/2000 1/1 [==============================] - 0s 2ms/step - loss: 0.0751 Epoch 1958/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.0751 Epoch 1959/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.0751 Epoch 1960/2000 1/1 [==============================] - 0s 2ms/step - loss: 0.0751 Epoch 1961/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.0751 Epoch 1962/2000 1/1 [==============================] - 0s 2ms/step - loss: 0.0750 Epoch 1963/2000 1/1 [==============================] - 0s 999us/step - loss: 0.0750 Epoch 1964/2000 1/1 [==============================] - 0s 988us/step - loss: 0.0750 Epoch 1965/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.0750 Epoch 1966/2000 1/1 [==============================] - 0s 998us/step - loss: 0.0749 Epoch 1967/2000 1/1 [==============================] - 0s 2ms/step - loss: 0.0749 Epoch 1968/2000 1/1 [==============================] - 0s 999us/step - loss: 0.0749 Epoch 1969/2000 1/1 [==============================] - 0s 999us/step - loss: 0.0749 Epoch 1970/2000 1/1 [==============================] - 0s 997us/step - loss: 0.0749 Epoch 1971/2000 1/1 [==============================] - 0s 2ms/step - loss: 0.0748 Epoch 1972/2000 1/1 [==============================] - 0s 999us/step - loss: 0.0748 Epoch 1973/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.0748 Epoch 1974/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.0748 Epoch 1975/2000 1/1 [==============================] - 0s 2ms/step - loss: 0.0747 Epoch 1976/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.0747 Epoch 1977/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.0747 Epoch 1978/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.0747 Epoch 1979/2000 1/1 [==============================] - 0s 2ms/step - loss: 0.0747 Epoch 1980/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.0746 Epoch 1981/2000
1/1 [==============================] - 0s 1ms/step - loss: 0.0746 Epoch 1982/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.0746 Epoch 1983/2000 1/1 [==============================] - 0s 2ms/step - loss: 0.0746 Epoch 1984/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.0746 Epoch 1985/2000 1/1 [==============================] - 0s 1000us/step - loss: 0.0745 Epoch 1986/2000 1/1 [==============================] - 0s 999us/step - loss: 0.0745 Epoch 1987/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.0745 Epoch 1988/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.0745 Epoch 1989/2000 1/1 [==============================] - 0s 2ms/step - loss: 0.0745 Epoch 1990/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.0744 Epoch 1991/2000 1/1 [==============================] - 0s 1000us/step - loss: 0.0744 Epoch 1992/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.0744 Epoch 1993/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.0744 Epoch 1994/2000 1/1 [==============================] - 0s 1000us/step - loss: 0.0744 Epoch 1995/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.0744 Epoch 1996/2000 1/1 [==============================] - 0s 1ms/step - loss: 0.0743 Epoch 1997/2000 1/1 [==============================] - 0s 2ms/step - loss: 0.0743 Epoch 1998/2000 1/1 [==============================] - 0s 2ms/step - loss: 0.0743 Epoch 1999/2000 1/1 [==============================] - 0s 2ms/step - loss: 0.0743 Epoch 2000/2000 1/1 [==============================] - 0s 998us/step - loss: 0.0743
Out[27]:
<keras.callbacks.History at 0x1fadf4665e0>
4. 모델 테스트¶
In [28]:
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import tensorflow as tf
#임의의 학습 시간과 과외 시간을 집어넣어 점수를 예측하는 모델을 테스트해 보겠습니다.
hour = 7
private_class = 4
#prediction = model.predict([[hour, private_class]]) #텐서플로 2.9.0 까지만 가능
input_data = tf.constant([[hour, private_class]]) # 텐서플로 버전업으로 인한 수정
prediction = model.predict(input_data)[0][0] # 텐서플로 버전업으로 인한 수정
print("%.f시간을 공부하고 %.f시간의 과외를 받을 경우, 예상 점수는 %.02f점입니다" % (hour, private_class, prediction))
import tensorflow as tf
#임의의 학습 시간과 과외 시간을 집어넣어 점수를 예측하는 모델을 테스트해 보겠습니다.
hour = 7
private_class = 4
#prediction = model.predict([[hour, private_class]]) #텐서플로 2.9.0 까지만 가능
input_data = tf.constant([[hour, private_class]]) # 텐서플로 버전업으로 인한 수정
prediction = model.predict(input_data)[0][0] # 텐서플로 버전업으로 인한 수정
print("%.f시간을 공부하고 %.f시간의 과외를 받을 경우, 예상 점수는 %.02f점입니다" % (hour, private_class, prediction))
7시간을 공부하고 4시간의 과외를 받을 경우, 예상 점수는 97.53점입니다
In [ ]:
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