1. 데이터 준비하기1.1 데이터- 인스턴스 수 : 768개
- 속성 수 : 8가지
- 클래스 수 : 2가지
1.2 8가지 속성(1번~8번)과 결과(9번)의 상세 내용은 다음과 같습니다.- 임신 횟수
- 경구 포도당 내성 검사에서 2시간 동안의 혈장 포도당 농도
- 이완기 혈압 (mm Hg)
- 삼두근 피부 두겹 두께 (mm)
- 2 시간 혈청 인슐린 (mu U/ml)
- 체질량 지수
- 당뇨 직계 가족력
- 나이 (세)
- 5년 이내 당뇨병이 발병 여부
2. 데이터셋 생성하기- 데이터셋에는 속성값과 판정결과가 모두 포함되어 있기 때문에 입력(속성값 8개)와 출력(판정결과 1개) 변수로 분리합니다.
3. 모델 구성하기속성이 8개이기 때문에 입력 뉴런을 8개이고, 이진 분류이기 때문에 0~1사이의 값을 나타내는 출력 뉴런이 1개입니다. - 첫번째 Dense 레이어는 은닉층(hidden layer)으로 8개 뉴런을 입력받아 12개 뉴런을 출력합니다.
- 두번째 Dense 레이어는 은닉층으로 12개 뉴런을 입력받아 8개 뉴런을 출력합니다.
- 마지막 Dense 레이어는 출럭 레이어로 8개 뉴런을 입력받아 1개 뉴런을 출력합니다.
Model: "sequential"
_________________________________________________________________
Layer (type) Output Shape Param #
=================================================================
dense (Dense) (None, 12) 108
_________________________________________________________________
dense_1 (Dense) (None, 8) 104
_________________________________________________________________
dense_2 (Dense) (None, 1) 9
=================================================================
Total params: 221
Trainable params: 221
Non-trainable params: 0
_________________________________________________________________
4 모델 학습과정 설정하기모델을 정의했다면 모델을 손실함수와 최적화 알고리즘을 적용한다. - loss : 현재 가중치 세트를 평가하는 데 사용한 손실 함수 입니다. 이진 클래스 문제이므로 ‘binary_crossentropy’으로 지정합니다.
- optimizer : 최적의 가중치를 검색하는 데 사용되는 최적화 알고리즘으로 효율적인 경사 하강법 알고리즘 중 하나인 ‘adam‘을 사용합니다.
- metrics : 평가 척도를 나타내며 분류 문제에서는 일반적으로 ‘accuracy’으로 지정합니다.
5. 모델 학습시키기모델을 학습시키기 위해서 fit() 함수를 사용합니다. - 첫번째 인자 : 입력 변수입니다. 8개의 속성 값을 담고 있는 X를 입력합니다.
- 두번째 인자 : 출력 변수 즉 라벨값입니다. 결과 값을 담고 았는 Y를 입력합니다.
- epochs : 전체 훈련 데이터셋에 대해 학습 반복 횟수를 지정합니다. 1500번을 반복적으로 학습시켜 보겠습니다.
- batch_size : 가중치를 업데이트할 배치 크기를 의미하며, 64개로 지정했습니다.
Train on 700 samples
Epoch 1/1500
700/700 [==============================] - 1s 834us/sample - loss: 33.9391 - accuracy: 0.6557
Epoch 2/1500
700/700 [==============================] - 0s 43us/sample - loss: 27.2344 - accuracy: 0.6557
Epoch 3/1500
700/700 [==============================] - 0s 43us/sample - loss: 20.8236 - accuracy: 0.6543
Epoch 4/1500
700/700 [==============================] - 0s 40us/sample - loss: 15.8058 - accuracy: 0.6357
Epoch 5/1500
700/700 [==============================] - 0s 41us/sample - loss: 14.0392 - accuracy: 0.5629
Epoch 6/1500
700/700 [==============================] - 0s 41us/sample - loss: 12.6184 - accuracy: 0.5514
Epoch 7/1500
700/700 [==============================] - 0s 48us/sample - loss: 11.0993 - accuracy: 0.5657
Epoch 8/1500
700/700 [==============================] - 0s 44us/sample - loss: 9.5834 - accuracy: 0.5657
Epoch 9/1500
700/700 [==============================] - 0s 44us/sample - loss: 8.1462 - accuracy: 0.5686
Epoch 10/1500
700/700 [==============================] - 0s 46us/sample - loss: 6.8168 - accuracy: 0.5614
Epoch 11/1500
700/700 [==============================] - 0s 44us/sample - loss: 5.5121 - accuracy: 0.5329
Epoch 12/1500
700/700 [==============================] - 0s 37us/sample - loss: 4.3017 - accuracy: 0.5400
Epoch 13/1500
700/700 [==============================] - 0s 36us/sample - loss: 3.2584 - accuracy: 0.5343
Epoch 14/1500
700/700 [==============================] - 0s 34us/sample - loss: 2.5108 - accuracy: 0.5014
Epoch 15/1500
700/700 [==============================] - 0s 37us/sample - loss: 1.9969 - accuracy: 0.5357
Epoch 16/1500
700/700 [==============================] - 0s 34us/sample - loss: 1.6904 - accuracy: 0.5429
Epoch 17/1500
700/700 [==============================] - 0s 33us/sample - loss: 1.4849 - accuracy: 0.5843
Epoch 18/1500
700/700 [==============================] - 0s 36us/sample - loss: 1.3370 - accuracy: 0.5857
Epoch 19/1500
700/700 [==============================] - 0s 36us/sample - loss: 1.2595 - accuracy: 0.5771
Epoch 20/1500
700/700 [==============================] - 0s 38us/sample - loss: 1.1898 - accuracy: 0.6057
Epoch 21/1500
700/700 [==============================] - 0s 34us/sample - loss: 1.1193 - accuracy: 0.6071
Epoch 22/1500
700/700 [==============================] - 0s 40us/sample - loss: 1.0561 - accuracy: 0.6171
Epoch 23/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.9904 - accuracy: 0.6329
Epoch 24/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.9572 - accuracy: 0.6029
Epoch 25/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.9100 - accuracy: 0.6186
Epoch 26/1500
700/700 [==============================] - 0s 37us/sample - loss: 0.8428 - accuracy: 0.6257
Epoch 27/1500
700/700 [==============================] - 0s 38us/sample - loss: 0.8144 - accuracy: 0.6286
Epoch 28/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.7865 - accuracy: 0.6271
Epoch 29/1500
700/700 [==============================] - 0s 37us/sample - loss: 0.7684 - accuracy: 0.6286
Epoch 30/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.7540 - accuracy: 0.6357
Epoch 31/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.7375 - accuracy: 0.6443
Epoch 32/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.7255 - accuracy: 0.6443
Epoch 33/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.7169 - accuracy: 0.6329
Epoch 34/1500
700/700 [==============================] - 0s 37us/sample - loss: 0.7141 - accuracy: 0.6343
Epoch 35/1500
700/700 [==============================] - 0s 31us/sample - loss: 0.7023 - accuracy: 0.6429
Epoch 36/1500
700/700 [==============================] - 0s 31us/sample - loss: 0.6946 - accuracy: 0.6500
Epoch 37/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.6895 - accuracy: 0.6486
Epoch 38/1500
700/700 [==============================] - 0s 31us/sample - loss: 0.6835 - accuracy: 0.6529
Epoch 39/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.6786 - accuracy: 0.6557
Epoch 40/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.6742 - accuracy: 0.6443
Epoch 41/1500
700/700 [==============================] - 0s 40us/sample - loss: 0.6708 - accuracy: 0.6514
Epoch 42/1500
700/700 [==============================] - 0s 38us/sample - loss: 0.6659 - accuracy: 0.6514
Epoch 43/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.6641 - accuracy: 0.6629
Epoch 44/1500
700/700 [==============================] - 0s 38us/sample - loss: 0.6750 - accuracy: 0.6500
Epoch 45/1500
700/700 [==============================] - 0s 38us/sample - loss: 0.6571 - accuracy: 0.6529
Epoch 46/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.6522 - accuracy: 0.6600
Epoch 47/1500
700/700 [==============================] - 0s 37us/sample - loss: 0.6499 - accuracy: 0.6686
Epoch 48/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.6604 - accuracy: 0.6543
Epoch 49/1500
700/700 [==============================] - 0s 37us/sample - loss: 0.6579 - accuracy: 0.6529
Epoch 50/1500
700/700 [==============================] - 0s 35us/sample - loss: 0.6436 - accuracy: 0.6729
Epoch 51/1500
700/700 [==============================] - 0s 37us/sample - loss: 0.6442 - accuracy: 0.6671
Epoch 52/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.6504 - accuracy: 0.6543
Epoch 53/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.6436 - accuracy: 0.6586
Epoch 54/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.6426 - accuracy: 0.6671
Epoch 55/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.6421 - accuracy: 0.6671
Epoch 56/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.6342 - accuracy: 0.6643
Epoch 57/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.6405 - accuracy: 0.6686
Epoch 58/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.6297 - accuracy: 0.6700
Epoch 59/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.6256 - accuracy: 0.6786
Epoch 60/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.6274 - accuracy: 0.6786
Epoch 61/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.6371 - accuracy: 0.6800
Epoch 62/1500
700/700 [==============================] - 0s 37us/sample - loss: 0.6279 - accuracy: 0.6800
Epoch 63/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.6336 - accuracy: 0.6771
Epoch 64/1500
700/700 [==============================] - 0s 38us/sample - loss: 0.6242 - accuracy: 0.6914
Epoch 65/1500
700/700 [==============================] - 0s 38us/sample - loss: 0.6222 - accuracy: 0.6743
Epoch 66/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.6204 - accuracy: 0.6886
Epoch 67/1500
700/700 [==============================] - 0s 40us/sample - loss: 0.6287 - accuracy: 0.6900
Epoch 68/1500
700/700 [==============================] - 0s 38us/sample - loss: 0.6162 - accuracy: 0.6886
Epoch 69/1500
700/700 [==============================] - 0s 37us/sample - loss: 0.6159 - accuracy: 0.6971
Epoch 70/1500
700/700 [==============================] - 0s 38us/sample - loss: 0.6263 - accuracy: 0.6729
Epoch 71/1500
700/700 [==============================] - 0s 38us/sample - loss: 0.6338 - accuracy: 0.6843
Epoch 72/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.6145 - accuracy: 0.6857
Epoch 73/1500
700/700 [==============================] - 0s 41us/sample - loss: 0.6130 - accuracy: 0.6843
Epoch 74/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.6095 - accuracy: 0.6857
Epoch 75/1500
700/700 [==============================] - 0s 38us/sample - loss: 0.6130 - accuracy: 0.6800
Epoch 76/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.6074 - accuracy: 0.6943
Epoch 77/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.6094 - accuracy: 0.6871
Epoch 78/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.6072 - accuracy: 0.6971
Epoch 79/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.6057 - accuracy: 0.6871
Epoch 80/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.6024 - accuracy: 0.6857
Epoch 81/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.6027 - accuracy: 0.6986
Epoch 82/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.6033 - accuracy: 0.6986
Epoch 83/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.6127 - accuracy: 0.6857
Epoch 84/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.6024 - accuracy: 0.6914
Epoch 85/1500
700/700 [==============================] - 0s 40us/sample - loss: 0.6003 - accuracy: 0.6914
Epoch 86/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.6174 - accuracy: 0.6986
Epoch 87/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.6185 - accuracy: 0.6871
Epoch 88/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.6103 - accuracy: 0.6829
Epoch 89/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.5979 - accuracy: 0.7029
Epoch 90/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.6025 - accuracy: 0.7071
Epoch 91/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.5963 - accuracy: 0.7100
Epoch 92/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.5952 - accuracy: 0.6957
Epoch 93/1500
700/700 [==============================] - 0s 35us/sample - loss: 0.6015 - accuracy: 0.6943
Epoch 94/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.5879 - accuracy: 0.6986
Epoch 95/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.6014 - accuracy: 0.6957
Epoch 96/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.5914 - accuracy: 0.6971
Epoch 97/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.5929 - accuracy: 0.6986
Epoch 98/1500
700/700 [==============================] - 0s 31us/sample - loss: 0.5924 - accuracy: 0.7214
Epoch 99/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.5868 - accuracy: 0.7029
Epoch 100/1500
700/700 [==============================] - 0s 31us/sample - loss: 0.5963 - accuracy: 0.6886
Epoch 101/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.5871 - accuracy: 0.7143
Epoch 102/1500
700/700 [==============================] - 0s 31us/sample - loss: 0.6042 - accuracy: 0.7129
Epoch 103/1500
700/700 [==============================] - 0s 31us/sample - loss: 0.5874 - accuracy: 0.7057
Epoch 104/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.5815 - accuracy: 0.7114
Epoch 105/1500
700/700 [==============================] - 0s 31us/sample - loss: 0.5818 - accuracy: 0.7129
Epoch 106/1500
700/700 [==============================] - 0s 31us/sample - loss: 0.5932 - accuracy: 0.6971
Epoch 107/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.5802 - accuracy: 0.7143
Epoch 108/1500
700/700 [==============================] - 0s 31us/sample - loss: 0.5841 - accuracy: 0.7114
Epoch 109/1500
700/700 [==============================] - 0s 38us/sample - loss: 0.5793 - accuracy: 0.7014
Epoch 110/1500
700/700 [==============================] - 0s 38us/sample - loss: 0.5813 - accuracy: 0.7114
Epoch 111/1500
700/700 [==============================] - 0s 38us/sample - loss: 0.5813 - accuracy: 0.7129
Epoch 112/1500
700/700 [==============================] - 0s 43us/sample - loss: 0.5766 - accuracy: 0.7129
Epoch 113/1500
700/700 [==============================] - 0s 44us/sample - loss: 0.5803 - accuracy: 0.7043
Epoch 114/1500
700/700 [==============================] - 0s 40us/sample - loss: 0.5752 - accuracy: 0.7171
Epoch 115/1500
700/700 [==============================] - 0s 38us/sample - loss: 0.5838 - accuracy: 0.7043
Epoch 116/1500
700/700 [==============================] - 0s 38us/sample - loss: 0.6098 - accuracy: 0.6957
Epoch 117/1500
700/700 [==============================] - 0s 41us/sample - loss: 0.5884 - accuracy: 0.7000
Epoch 118/1500
700/700 [==============================] - 0s 37us/sample - loss: 0.5714 - accuracy: 0.7257
Epoch 119/1500
700/700 [==============================] - 0s 38us/sample - loss: 0.5741 - accuracy: 0.7243
Epoch 120/1500
700/700 [==============================] - 0s 41us/sample - loss: 0.5761 - accuracy: 0.7214
Epoch 121/1500
700/700 [==============================] - 0s 37us/sample - loss: 0.5843 - accuracy: 0.7057
Epoch 122/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.5761 - accuracy: 0.7143
Epoch 123/1500
700/700 [==============================] - 0s 40us/sample - loss: 0.5761 - accuracy: 0.7257
Epoch 124/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.5694 - accuracy: 0.7200
Epoch 125/1500
700/700 [==============================] - 0s 37us/sample - loss: 0.5678 - accuracy: 0.7314
Epoch 126/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.5672 - accuracy: 0.7271
Epoch 127/1500
700/700 [==============================] - 0s 37us/sample - loss: 0.5664 - accuracy: 0.7200
Epoch 128/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.5644 - accuracy: 0.7157
Epoch 129/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.5739 - accuracy: 0.7229
Epoch 130/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.5652 - accuracy: 0.7214
Epoch 131/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.5679 - accuracy: 0.7186
Epoch 132/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.5700 - accuracy: 0.7143
Epoch 133/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.5720 - accuracy: 0.7200
Epoch 134/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.5634 - accuracy: 0.7286
Epoch 135/1500
700/700 [==============================] - 0s 38us/sample - loss: 0.5713 - accuracy: 0.7214
Epoch 136/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.5630 - accuracy: 0.7314
Epoch 137/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.5605 - accuracy: 0.7271
Epoch 138/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.5626 - accuracy: 0.7371
Epoch 139/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.5604 - accuracy: 0.7271
Epoch 140/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.5569 - accuracy: 0.7343
Epoch 141/1500
700/700 [==============================] - 0s 37us/sample - loss: 0.5609 - accuracy: 0.7271
Epoch 142/1500
700/700 [==============================] - 0s 37us/sample - loss: 0.5659 - accuracy: 0.7214
Epoch 143/1500
700/700 [==============================] - 0s 40us/sample - loss: 0.5557 - accuracy: 0.7300
Epoch 144/1500
700/700 [==============================] - 0s 43us/sample - loss: 0.5636 - accuracy: 0.7214
Epoch 145/1500
700/700 [==============================] - 0s 38us/sample - loss: 0.5539 - accuracy: 0.7286
Epoch 146/1500
700/700 [==============================] - 0s 37us/sample - loss: 0.5584 - accuracy: 0.7314
Epoch 147/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.5563 - accuracy: 0.7300
Epoch 148/1500
700/700 [==============================] - 0s 41us/sample - loss: 0.5582 - accuracy: 0.7143
Epoch 149/1500
700/700 [==============================] - 0s 40us/sample - loss: 0.5499 - accuracy: 0.7300
Epoch 150/1500
700/700 [==============================] - 0s 38us/sample - loss: 0.5713 - accuracy: 0.7086
Epoch 151/1500
700/700 [==============================] - 0s 38us/sample - loss: 0.5655 - accuracy: 0.7243
Epoch 152/1500
700/700 [==============================] - 0s 38us/sample - loss: 0.5644 - accuracy: 0.7171
Epoch 153/1500
700/700 [==============================] - 0s 40us/sample - loss: 0.5607 - accuracy: 0.7286
Epoch 154/1500
700/700 [==============================] - 0s 38us/sample - loss: 0.5665 - accuracy: 0.7143
Epoch 155/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.5637 - accuracy: 0.7357
Epoch 156/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.5470 - accuracy: 0.7214
Epoch 157/1500
700/700 [==============================] - 0s 40us/sample - loss: 0.5594 - accuracy: 0.7229
Epoch 158/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.5490 - accuracy: 0.7357
Epoch 159/1500
700/700 [==============================] - 0s 43us/sample - loss: 0.5485 - accuracy: 0.7357
Epoch 160/1500
700/700 [==============================] - 0s 38us/sample - loss: 0.5419 - accuracy: 0.7400
Epoch 161/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.5598 - accuracy: 0.7271
Epoch 162/1500
700/700 [==============================] - 0s 43us/sample - loss: 0.5523 - accuracy: 0.7414
Epoch 163/1500
700/700 [==============================] - 0s 43us/sample - loss: 0.5419 - accuracy: 0.7286
Epoch 164/1500
700/700 [==============================] - 0s 44us/sample - loss: 0.5367 - accuracy: 0.7429
Epoch 165/1500
700/700 [==============================] - 0s 44us/sample - loss: 0.5347 - accuracy: 0.7429
Epoch 166/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.5497 - accuracy: 0.7286
Epoch 167/1500
700/700 [==============================] - 0s 37us/sample - loss: 0.5448 - accuracy: 0.7200
Epoch 168/1500
700/700 [==============================] - 0s 38us/sample - loss: 0.5387 - accuracy: 0.7414
Epoch 169/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.5413 - accuracy: 0.7371
Epoch 170/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.5583 - accuracy: 0.7429
Epoch 171/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.5492 - accuracy: 0.7429
Epoch 172/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.5347 - accuracy: 0.7386
Epoch 173/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.5348 - accuracy: 0.7429
Epoch 174/1500
700/700 [==============================] - 0s 37us/sample - loss: 0.5338 - accuracy: 0.7329
Epoch 175/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.5355 - accuracy: 0.7443
Epoch 176/1500
700/700 [==============================] - 0s 38us/sample - loss: 0.5366 - accuracy: 0.7329
Epoch 177/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.5504 - accuracy: 0.7186
Epoch 178/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.5366 - accuracy: 0.7343
Epoch 179/1500
700/700 [==============================] - 0s 38us/sample - loss: 0.5315 - accuracy: 0.7457
Epoch 180/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.5338 - accuracy: 0.7386
Epoch 181/1500
700/700 [==============================] - 0s 40us/sample - loss: 0.5442 - accuracy: 0.7314
Epoch 182/1500
700/700 [==============================] - 0s 38us/sample - loss: 0.5573 - accuracy: 0.7200
Epoch 183/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.5351 - accuracy: 0.7271
Epoch 184/1500
700/700 [==============================] - 0s 38us/sample - loss: 0.5286 - accuracy: 0.7457
Epoch 185/1500
700/700 [==============================] - 0s 37us/sample - loss: 0.5277 - accuracy: 0.7486
Epoch 186/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.5288 - accuracy: 0.7571
Epoch 187/1500
700/700 [==============================] - 0s 41us/sample - loss: 0.5250 - accuracy: 0.7457
Epoch 188/1500
700/700 [==============================] - 0s 37us/sample - loss: 0.5375 - accuracy: 0.7486
Epoch 189/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.5380 - accuracy: 0.7200
Epoch 190/1500
700/700 [==============================] - 0s 37us/sample - loss: 0.5225 - accuracy: 0.7514
Epoch 191/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.5278 - accuracy: 0.7457
Epoch 192/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.5270 - accuracy: 0.7429
Epoch 193/1500
700/700 [==============================] - 0s 53us/sample - loss: 0.5262 - accuracy: 0.7357
Epoch 194/1500
700/700 [==============================] - 0s 38us/sample - loss: 0.5257 - accuracy: 0.7386
Epoch 195/1500
700/700 [==============================] - 0s 37us/sample - loss: 0.5414 - accuracy: 0.7343
Epoch 196/1500
700/700 [==============================] - 0s 40us/sample - loss: 0.5397 - accuracy: 0.7400
Epoch 197/1500
700/700 [==============================] - 0s 41us/sample - loss: 0.5227 - accuracy: 0.7457
Epoch 198/1500
700/700 [==============================] - 0s 38us/sample - loss: 0.5249 - accuracy: 0.7471
Epoch 199/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.5286 - accuracy: 0.7429
Epoch 200/1500
700/700 [==============================] - 0s 40us/sample - loss: 0.5232 - accuracy: 0.7371
Epoch 201/1500
700/700 [==============================] - 0s 37us/sample - loss: 0.5412 - accuracy: 0.7314
Epoch 202/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.5364 - accuracy: 0.7414
Epoch 203/1500
700/700 [==============================] - 0s 38us/sample - loss: 0.5209 - accuracy: 0.7471
Epoch 204/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.5199 - accuracy: 0.7457
Epoch 205/1500
700/700 [==============================] - 0s 40us/sample - loss: 0.5292 - accuracy: 0.7357
Epoch 206/1500
700/700 [==============================] - 0s 38us/sample - loss: 0.5337 - accuracy: 0.7400
Epoch 207/1500
700/700 [==============================] - 0s 38us/sample - loss: 0.5289 - accuracy: 0.7543
Epoch 208/1500
700/700 [==============================] - 0s 40us/sample - loss: 0.5176 - accuracy: 0.7529
Epoch 209/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.5324 - accuracy: 0.7371
Epoch 210/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.5239 - accuracy: 0.7400
Epoch 211/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.5209 - accuracy: 0.7486
Epoch 212/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.5298 - accuracy: 0.7314
Epoch 213/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.5196 - accuracy: 0.7429
Epoch 214/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.5154 - accuracy: 0.7486
Epoch 215/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.5186 - accuracy: 0.7471
Epoch 216/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.5140 - accuracy: 0.7429
Epoch 217/1500
700/700 [==============================] - 0s 31us/sample - loss: 0.5110 - accuracy: 0.7557
Epoch 218/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.5092 - accuracy: 0.7529
Epoch 219/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.5195 - accuracy: 0.7400
Epoch 220/1500
700/700 [==============================] - 0s 35us/sample - loss: 0.5195 - accuracy: 0.7400
Epoch 221/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.5145 - accuracy: 0.7486
Epoch 222/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.5094 - accuracy: 0.7443
Epoch 223/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.5118 - accuracy: 0.7543
Epoch 224/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.5151 - accuracy: 0.7357
Epoch 225/1500
700/700 [==============================] - 0s 38us/sample - loss: 0.5156 - accuracy: 0.7571
Epoch 226/1500
700/700 [==============================] - 0s 38us/sample - loss: 0.5184 - accuracy: 0.7457
Epoch 227/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.5142 - accuracy: 0.7514
Epoch 228/1500
700/700 [==============================] - ETA: 0s - loss: 0.6008 - accuracy: 0.67 - 0s 38us/sample - loss: 0.5101 - accuracy: 0.7486
Epoch 229/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.5107 - accuracy: 0.7486
Epoch 230/1500
700/700 [==============================] - 0s 37us/sample - loss: 0.5206 - accuracy: 0.7443
Epoch 231/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.5163 - accuracy: 0.7529
Epoch 232/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.5277 - accuracy: 0.7429
Epoch 233/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.5071 - accuracy: 0.7571
Epoch 234/1500
700/700 [==============================] - 0s 37us/sample - loss: 0.5082 - accuracy: 0.7443
Epoch 235/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.5037 - accuracy: 0.7471
Epoch 236/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.5059 - accuracy: 0.7514
Epoch 237/1500
700/700 [==============================] - 0s 37us/sample - loss: 0.5120 - accuracy: 0.7471
Epoch 238/1500
700/700 [==============================] - 0s 37us/sample - loss: 0.5179 - accuracy: 0.7329
Epoch 239/1500
700/700 [==============================] - 0s 38us/sample - loss: 0.5196 - accuracy: 0.7414
Epoch 240/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.5132 - accuracy: 0.7371
Epoch 241/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.5038 - accuracy: 0.7543
Epoch 242/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.5037 - accuracy: 0.7443
Epoch 243/1500
700/700 [==============================] - 0s 37us/sample - loss: 0.5063 - accuracy: 0.7471
Epoch 244/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.5037 - accuracy: 0.7586
Epoch 245/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.5104 - accuracy: 0.7386
Epoch 246/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.5255 - accuracy: 0.7371
Epoch 247/1500
700/700 [==============================] - 0s 31us/sample - loss: 0.5146 - accuracy: 0.7486
Epoch 248/1500
700/700 [==============================] - 0s 37us/sample - loss: 0.5014 - accuracy: 0.7500
Epoch 249/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.5143 - accuracy: 0.7314
Epoch 250/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.5277 - accuracy: 0.7400
Epoch 251/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.5174 - accuracy: 0.7543
Epoch 252/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.5036 - accuracy: 0.7514
Epoch 253/1500
700/700 [==============================] - 0s 38us/sample - loss: 0.5002 - accuracy: 0.7614
Epoch 254/1500
700/700 [==============================] - 0s 37us/sample - loss: 0.5191 - accuracy: 0.7500
Epoch 255/1500
700/700 [==============================] - 0s 38us/sample - loss: 0.5014 - accuracy: 0.7557
Epoch 256/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.5057 - accuracy: 0.7429
Epoch 257/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.5217 - accuracy: 0.7471
Epoch 258/1500
700/700 [==============================] - 0s 37us/sample - loss: 0.5222 - accuracy: 0.7429
Epoch 259/1500
700/700 [==============================] - 0s 37us/sample - loss: 0.5320 - accuracy: 0.7300
Epoch 260/1500
700/700 [==============================] - 0s 40us/sample - loss: 0.5161 - accuracy: 0.7414
Epoch 261/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.5148 - accuracy: 0.7486
Epoch 262/1500
700/700 [==============================] - 0s 38us/sample - loss: 0.5116 - accuracy: 0.7443
Epoch 263/1500
700/700 [==============================] - 0s 43us/sample - loss: 0.5033 - accuracy: 0.7471
Epoch 264/1500
700/700 [==============================] - 0s 38us/sample - loss: 0.4984 - accuracy: 0.7557
Epoch 265/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.5040 - accuracy: 0.7443
Epoch 266/1500
700/700 [==============================] - 0s 38us/sample - loss: 0.4945 - accuracy: 0.7500
Epoch 267/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.5301 - accuracy: 0.7443
Epoch 268/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.5390 - accuracy: 0.7429
Epoch 269/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.5394 - accuracy: 0.7257
Epoch 270/1500
700/700 [==============================] - 0s 37us/sample - loss: 0.5186 - accuracy: 0.7500
Epoch 271/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.5409 - accuracy: 0.7314
Epoch 272/1500
700/700 [==============================] - 0s 37us/sample - loss: 0.5125 - accuracy: 0.7471
Epoch 273/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.5094 - accuracy: 0.7471
Epoch 274/1500
700/700 [==============================] - 0s 43us/sample - loss: 0.4973 - accuracy: 0.7457
Epoch 275/1500
700/700 [==============================] - 0s 40us/sample - loss: 0.4959 - accuracy: 0.7600
Epoch 276/1500
700/700 [==============================] - 0s 39us/sample - loss: 0.4979 - accuracy: 0.7586
Epoch 277/1500
700/700 [==============================] - 0s 41us/sample - loss: 0.5024 - accuracy: 0.7643
Epoch 278/1500
700/700 [==============================] - 0s 40us/sample - loss: 0.5009 - accuracy: 0.7457
Epoch 279/1500
700/700 [==============================] - 0s 38us/sample - loss: 0.4955 - accuracy: 0.7529
Epoch 280/1500
700/700 [==============================] - 0s 37us/sample - loss: 0.5025 - accuracy: 0.7357
Epoch 281/1500
700/700 [==============================] - 0s 40us/sample - loss: 0.4956 - accuracy: 0.7471
Epoch 282/1500
700/700 [==============================] - 0s 38us/sample - loss: 0.5000 - accuracy: 0.7471
Epoch 283/1500
700/700 [==============================] - 0s 37us/sample - loss: 0.4990 - accuracy: 0.7571
Epoch 284/1500
700/700 [==============================] - 0s 38us/sample - loss: 0.4966 - accuracy: 0.7543
Epoch 285/1500
700/700 [==============================] - 0s 40us/sample - loss: 0.4971 - accuracy: 0.7514
Epoch 286/1500
700/700 [==============================] - 0s 37us/sample - loss: 0.4953 - accuracy: 0.7586
Epoch 287/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.4978 - accuracy: 0.7514
Epoch 288/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.4960 - accuracy: 0.7557
Epoch 289/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.4953 - accuracy: 0.7629
Epoch 290/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.4920 - accuracy: 0.7557
Epoch 291/1500
700/700 [==============================] - 0s 35us/sample - loss: 0.5028 - accuracy: 0.7500
Epoch 292/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4997 - accuracy: 0.7500
Epoch 293/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4951 - accuracy: 0.7557
Epoch 294/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.5045 - accuracy: 0.7557
Epoch 295/1500
700/700 [==============================] - 0s 35us/sample - loss: 0.5040 - accuracy: 0.7586
Epoch 296/1500
700/700 [==============================] - 0s 38us/sample - loss: 0.4962 - accuracy: 0.7529
Epoch 297/1500
700/700 [==============================] - 0s 38us/sample - loss: 0.4920 - accuracy: 0.7671
Epoch 298/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4942 - accuracy: 0.7757
Epoch 299/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.4969 - accuracy: 0.7543
Epoch 300/1500
700/700 [==============================] - 0s 38us/sample - loss: 0.4977 - accuracy: 0.7457
Epoch 301/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.4958 - accuracy: 0.7471
Epoch 302/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.5000 - accuracy: 0.7529
Epoch 303/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.4937 - accuracy: 0.7614
Epoch 304/1500
700/700 [==============================] - 0s 38us/sample - loss: 0.4933 - accuracy: 0.7486
Epoch 305/1500
700/700 [==============================] - 0s 40us/sample - loss: 0.5082 - accuracy: 0.7586
Epoch 306/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4950 - accuracy: 0.7586
Epoch 307/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.4970 - accuracy: 0.7471
Epoch 308/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4949 - accuracy: 0.7614
Epoch 309/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.4995 - accuracy: 0.7514
Epoch 310/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4926 - accuracy: 0.7657
Epoch 311/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.4943 - accuracy: 0.7629
Epoch 312/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.4870 - accuracy: 0.7657
Epoch 313/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4949 - accuracy: 0.7471
Epoch 314/1500
700/700 [==============================] - 0s 30us/sample - loss: 0.4958 - accuracy: 0.7629
Epoch 315/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.4888 - accuracy: 0.7671
Epoch 316/1500
700/700 [==============================] - 0s 38us/sample - loss: 0.4927 - accuracy: 0.7629
Epoch 317/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4948 - accuracy: 0.7671
Epoch 318/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4890 - accuracy: 0.7543
Epoch 319/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.4904 - accuracy: 0.7629
Epoch 320/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.5065 - accuracy: 0.7571
Epoch 321/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.5041 - accuracy: 0.7614
Epoch 322/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4943 - accuracy: 0.7643
Epoch 323/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.5002 - accuracy: 0.7486
Epoch 324/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4909 - accuracy: 0.7586
Epoch 325/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.4984 - accuracy: 0.7500
Epoch 326/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4921 - accuracy: 0.7600
Epoch 327/1500
700/700 [==============================] - 0s 37us/sample - loss: 0.4950 - accuracy: 0.7457
Epoch 328/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4880 - accuracy: 0.7629
Epoch 329/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4928 - accuracy: 0.7514
Epoch 330/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4930 - accuracy: 0.7471
Epoch 331/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.4869 - accuracy: 0.7529
Epoch 332/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.4871 - accuracy: 0.7571
Epoch 333/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.4911 - accuracy: 0.7571
Epoch 334/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4933 - accuracy: 0.7514
Epoch 335/1500
700/700 [==============================] - 0s 38us/sample - loss: 0.4926 - accuracy: 0.7586
Epoch 336/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4865 - accuracy: 0.7614
Epoch 337/1500
700/700 [==============================] - 0s 37us/sample - loss: 0.4911 - accuracy: 0.7543
Epoch 338/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.5300 - accuracy: 0.7271
Epoch 339/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4962 - accuracy: 0.7529
Epoch 340/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.4868 - accuracy: 0.7543
Epoch 341/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4913 - accuracy: 0.7586
Epoch 342/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4925 - accuracy: 0.7671
Epoch 343/1500
700/700 [==============================] - 0s 40us/sample - loss: 0.4850 - accuracy: 0.7614
Epoch 344/1500
700/700 [==============================] - 0s 38us/sample - loss: 0.4875 - accuracy: 0.7543
Epoch 345/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4849 - accuracy: 0.7614
Epoch 346/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.4829 - accuracy: 0.7543
Epoch 347/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4922 - accuracy: 0.7529
Epoch 348/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.4979 - accuracy: 0.7643
Epoch 349/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4905 - accuracy: 0.7500
Epoch 350/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.4841 - accuracy: 0.7614
Epoch 351/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4860 - accuracy: 0.7557
Epoch 352/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.4880 - accuracy: 0.7614
Epoch 353/1500
700/700 [==============================] - 0s 37us/sample - loss: 0.4980 - accuracy: 0.7614
Epoch 354/1500
700/700 [==============================] - 0s 35us/sample - loss: 0.4972 - accuracy: 0.7671
Epoch 355/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4903 - accuracy: 0.7629
Epoch 356/1500
700/700 [==============================] - 0s 37us/sample - loss: 0.5071 - accuracy: 0.7557
Epoch 357/1500
700/700 [==============================] - 0s 31us/sample - loss: 0.4870 - accuracy: 0.7629
Epoch 358/1500
700/700 [==============================] - 0s 38us/sample - loss: 0.4835 - accuracy: 0.7657
Epoch 359/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4830 - accuracy: 0.7543
Epoch 360/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4840 - accuracy: 0.7714
Epoch 361/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4818 - accuracy: 0.7614
Epoch 362/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.4863 - accuracy: 0.7514
Epoch 363/1500
700/700 [==============================] - 0s 31us/sample - loss: 0.4873 - accuracy: 0.7586
Epoch 364/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.4835 - accuracy: 0.7643
Epoch 365/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4921 - accuracy: 0.7514
Epoch 366/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.4922 - accuracy: 0.7557
Epoch 367/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4902 - accuracy: 0.7557
Epoch 368/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.4864 - accuracy: 0.7614
Epoch 369/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4927 - accuracy: 0.7629
Epoch 370/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.4912 - accuracy: 0.7557
Epoch 371/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4829 - accuracy: 0.7557
Epoch 372/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.4816 - accuracy: 0.7629
Epoch 373/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4982 - accuracy: 0.7657
Epoch 374/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.4947 - accuracy: 0.7429
Epoch 375/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4800 - accuracy: 0.7757
Epoch 376/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.4802 - accuracy: 0.7657
Epoch 377/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4947 - accuracy: 0.7657
Epoch 378/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4847 - accuracy: 0.7614
Epoch 379/1500
700/700 [==============================] - 0s 37us/sample - loss: 0.4856 - accuracy: 0.7600
Epoch 380/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.4866 - accuracy: 0.7543
Epoch 381/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.4934 - accuracy: 0.7871
Epoch 382/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.5028 - accuracy: 0.7571
Epoch 383/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.4867 - accuracy: 0.7671
Epoch 384/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.5017 - accuracy: 0.7571
Epoch 385/1500
700/700 [==============================] - 0s 38us/sample - loss: 0.4998 - accuracy: 0.7586
Epoch 386/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4850 - accuracy: 0.7671
Epoch 387/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.4960 - accuracy: 0.7643
Epoch 388/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4831 - accuracy: 0.7571
Epoch 389/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.5022 - accuracy: 0.7543
Epoch 390/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4866 - accuracy: 0.7686
Epoch 391/1500
700/700 [==============================] - 0s 37us/sample - loss: 0.4873 - accuracy: 0.7500
Epoch 392/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4861 - accuracy: 0.7529
Epoch 393/1500
700/700 [==============================] - 0s 37us/sample - loss: 0.4880 - accuracy: 0.7686
Epoch 394/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4962 - accuracy: 0.7400
Epoch 395/1500
700/700 [==============================] - 0s 37us/sample - loss: 0.4942 - accuracy: 0.7543
Epoch 396/1500
700/700 [==============================] - 0s 37us/sample - loss: 0.4822 - accuracy: 0.7729
Epoch 397/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.4954 - accuracy: 0.7371
Epoch 398/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4909 - accuracy: 0.7614
Epoch 399/1500
700/700 [==============================] - 0s 40us/sample - loss: 0.4835 - accuracy: 0.7643
Epoch 400/1500
700/700 [==============================] - 0s 41us/sample - loss: 0.4809 - accuracy: 0.7629
Epoch 401/1500
700/700 [==============================] - 0s 31us/sample - loss: 0.4863 - accuracy: 0.7586
Epoch 402/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4827 - accuracy: 0.7586
Epoch 403/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4824 - accuracy: 0.7600
Epoch 404/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.4757 - accuracy: 0.7700
Epoch 405/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4822 - accuracy: 0.7714
Epoch 406/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.4756 - accuracy: 0.7843
Epoch 407/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.5019 - accuracy: 0.7500
Epoch 408/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.5056 - accuracy: 0.7571
Epoch 409/1500
700/700 [==============================] - 0s 31us/sample - loss: 0.5070 - accuracy: 0.7486
Epoch 410/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.4797 - accuracy: 0.7743
Epoch 411/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4784 - accuracy: 0.7686
Epoch 412/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4888 - accuracy: 0.7614
Epoch 413/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4853 - accuracy: 0.7714
Epoch 414/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.4764 - accuracy: 0.7743
Epoch 415/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4788 - accuracy: 0.7629
Epoch 416/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.4781 - accuracy: 0.7671
Epoch 417/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4797 - accuracy: 0.7729
Epoch 418/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.5033 - accuracy: 0.7629
Epoch 419/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.4871 - accuracy: 0.7671
Epoch 420/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4773 - accuracy: 0.7771
Epoch 421/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4789 - accuracy: 0.7671
Epoch 422/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.4963 - accuracy: 0.7700
Epoch 423/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4873 - accuracy: 0.7600
Epoch 424/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4941 - accuracy: 0.7657
Epoch 425/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4966 - accuracy: 0.7600
Epoch 426/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.5067 - accuracy: 0.7529
Epoch 427/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.5069 - accuracy: 0.7500
Epoch 428/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4880 - accuracy: 0.7714
Epoch 429/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4758 - accuracy: 0.7714
Epoch 430/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.4722 - accuracy: 0.7800
Epoch 431/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4849 - accuracy: 0.7643
Epoch 432/1500
700/700 [==============================] - 0s 37us/sample - loss: 0.4788 - accuracy: 0.7571
Epoch 433/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.4810 - accuracy: 0.7629
Epoch 434/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.4783 - accuracy: 0.7686
Epoch 435/1500
700/700 [==============================] - 0s 31us/sample - loss: 0.4761 - accuracy: 0.7671
Epoch 436/1500
700/700 [==============================] - 0s 37us/sample - loss: 0.4731 - accuracy: 0.7686
Epoch 437/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4823 - accuracy: 0.7643
Epoch 438/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.4790 - accuracy: 0.7671
Epoch 439/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4761 - accuracy: 0.7614
Epoch 440/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.4787 - accuracy: 0.7629
Epoch 441/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4772 - accuracy: 0.7700
Epoch 442/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.4895 - accuracy: 0.7743
Epoch 443/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.5011 - accuracy: 0.7500
Epoch 444/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.5158 - accuracy: 0.7300
Epoch 445/1500
700/700 [==============================] - 0s 31us/sample - loss: 0.4922 - accuracy: 0.7614
Epoch 446/1500
700/700 [==============================] - 0s 37us/sample - loss: 0.4651 - accuracy: 0.7686
Epoch 447/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4754 - accuracy: 0.7643
Epoch 448/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.4719 - accuracy: 0.7614
Epoch 449/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4733 - accuracy: 0.7800
Epoch 450/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.4748 - accuracy: 0.7771
Epoch 451/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4756 - accuracy: 0.7514
Epoch 452/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.4697 - accuracy: 0.7829
Epoch 453/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4750 - accuracy: 0.7771
Epoch 454/1500
700/700 [==============================] - 0s 37us/sample - loss: 0.4749 - accuracy: 0.7671
Epoch 455/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4732 - accuracy: 0.7714
Epoch 456/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4893 - accuracy: 0.7600
Epoch 457/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.4851 - accuracy: 0.7700
Epoch 458/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4683 - accuracy: 0.7700
Epoch 459/1500
700/700 [==============================] - 0s 37us/sample - loss: 0.4729 - accuracy: 0.7700
Epoch 460/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4729 - accuracy: 0.7600
Epoch 461/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4697 - accuracy: 0.7729
Epoch 462/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4699 - accuracy: 0.7771
Epoch 463/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4747 - accuracy: 0.7786
Epoch 464/1500
700/700 [==============================] - 0s 38us/sample - loss: 0.4771 - accuracy: 0.7743
Epoch 465/1500
700/700 [==============================] - 0s 38us/sample - loss: 0.4807 - accuracy: 0.7629
Epoch 466/1500
700/700 [==============================] - 0s 31us/sample - loss: 0.4743 - accuracy: 0.7671
Epoch 467/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.4686 - accuracy: 0.7671
Epoch 468/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4702 - accuracy: 0.7771
Epoch 469/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.4687 - accuracy: 0.7729
Epoch 470/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4700 - accuracy: 0.7686
Epoch 471/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4714 - accuracy: 0.7871
Epoch 472/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4694 - accuracy: 0.7671
Epoch 473/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4721 - accuracy: 0.7871
Epoch 474/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4832 - accuracy: 0.7771
Epoch 475/1500
700/700 [==============================] - 0s 37us/sample - loss: 0.4693 - accuracy: 0.7700
Epoch 476/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4686 - accuracy: 0.7714
Epoch 477/1500
700/700 [==============================] - 0s 38us/sample - loss: 0.4653 - accuracy: 0.7757
Epoch 478/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4828 - accuracy: 0.7657
Epoch 479/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.4839 - accuracy: 0.7657
Epoch 480/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.5145 - accuracy: 0.7486
Epoch 481/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.5086 - accuracy: 0.7614
Epoch 482/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4870 - accuracy: 0.7500
Epoch 483/1500
700/700 [==============================] - 0s 37us/sample - loss: 0.4814 - accuracy: 0.7557
Epoch 484/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4741 - accuracy: 0.7771
Epoch 485/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.4764 - accuracy: 0.7629
Epoch 486/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4810 - accuracy: 0.7614
Epoch 487/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4733 - accuracy: 0.7657
Epoch 488/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4846 - accuracy: 0.7729
Epoch 489/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4699 - accuracy: 0.7800
Epoch 490/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4712 - accuracy: 0.7671
Epoch 491/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.4756 - accuracy: 0.7600
Epoch 492/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4729 - accuracy: 0.7800
Epoch 493/1500
700/700 [==============================] - 0s 37us/sample - loss: 0.4910 - accuracy: 0.7686
Epoch 494/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4797 - accuracy: 0.7600
Epoch 495/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4703 - accuracy: 0.7700
Epoch 496/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4770 - accuracy: 0.7529
Epoch 497/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.4740 - accuracy: 0.7614
Epoch 498/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4675 - accuracy: 0.7700
Epoch 499/1500
700/700 [==============================] - 0s 37us/sample - loss: 0.4695 - accuracy: 0.7743
Epoch 500/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4684 - accuracy: 0.7743
Epoch 501/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.4680 - accuracy: 0.7814
Epoch 502/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4690 - accuracy: 0.7786
Epoch 503/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.4751 - accuracy: 0.7643
Epoch 504/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4719 - accuracy: 0.7657
Epoch 505/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4798 - accuracy: 0.7600
Epoch 506/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4762 - accuracy: 0.7743
Epoch 507/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.4712 - accuracy: 0.7643
Epoch 508/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4781 - accuracy: 0.7557
Epoch 509/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4638 - accuracy: 0.7729
Epoch 510/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4744 - accuracy: 0.7471
Epoch 511/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4757 - accuracy: 0.7729
Epoch 512/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.4732 - accuracy: 0.7800
Epoch 513/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.4867 - accuracy: 0.7800
Epoch 514/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.4819 - accuracy: 0.7743
Epoch 515/1500
700/700 [==============================] - 0s 37us/sample - loss: 0.4724 - accuracy: 0.7686
Epoch 516/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4673 - accuracy: 0.7857
Epoch 517/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4668 - accuracy: 0.7714
Epoch 518/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4654 - accuracy: 0.7729
Epoch 519/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.4726 - accuracy: 0.7686
Epoch 520/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4774 - accuracy: 0.7643
Epoch 521/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.4723 - accuracy: 0.7714
Epoch 522/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4682 - accuracy: 0.7843
Epoch 523/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.4722 - accuracy: 0.7700
Epoch 524/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4727 - accuracy: 0.7714
Epoch 525/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.4683 - accuracy: 0.7771
Epoch 526/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4641 - accuracy: 0.7757
Epoch 527/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4682 - accuracy: 0.7843
Epoch 528/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4725 - accuracy: 0.7671
Epoch 529/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4761 - accuracy: 0.7571
Epoch 530/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4725 - accuracy: 0.7700
Epoch 531/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4663 - accuracy: 0.7714
Epoch 532/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4669 - accuracy: 0.7871
Epoch 533/1500
700/700 [==============================] - 0s 31us/sample - loss: 0.4817 - accuracy: 0.7614
Epoch 534/1500
700/700 [==============================] - 0s 37us/sample - loss: 0.4750 - accuracy: 0.7743
Epoch 535/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.5043 - accuracy: 0.7443
Epoch 536/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.4764 - accuracy: 0.7557
Epoch 537/1500
700/700 [==============================] - 0s 31us/sample - loss: 0.4719 - accuracy: 0.7786
Epoch 538/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.4661 - accuracy: 0.7757
Epoch 539/1500
700/700 [==============================] - 0s 38us/sample - loss: 0.4625 - accuracy: 0.7800
Epoch 540/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4707 - accuracy: 0.7714
Epoch 541/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4752 - accuracy: 0.7714
Epoch 542/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.4708 - accuracy: 0.7686
Epoch 543/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4817 - accuracy: 0.7714
Epoch 544/1500
700/700 [==============================] - 0s 37us/sample - loss: 0.4731 - accuracy: 0.7771
Epoch 545/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4744 - accuracy: 0.7657
Epoch 546/1500
700/700 [==============================] - 0s 37us/sample - loss: 0.4780 - accuracy: 0.7714
Epoch 547/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4692 - accuracy: 0.7814
Epoch 548/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4652 - accuracy: 0.7857
Epoch 549/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4742 - accuracy: 0.7614
Epoch 550/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4642 - accuracy: 0.7800
Epoch 551/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4695 - accuracy: 0.7757
Epoch 552/1500
700/700 [==============================] - 0s 37us/sample - loss: 0.4674 - accuracy: 0.7643
Epoch 553/1500
700/700 [==============================] - 0s 31us/sample - loss: 0.4700 - accuracy: 0.7729
Epoch 554/1500
700/700 [==============================] - 0s 37us/sample - loss: 0.4641 - accuracy: 0.7829
Epoch 555/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4645 - accuracy: 0.7729
Epoch 556/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4831 - accuracy: 0.7600
Epoch 557/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4704 - accuracy: 0.7714
Epoch 558/1500
700/700 [==============================] - 0s 40us/sample - loss: 0.4674 - accuracy: 0.7771
Epoch 559/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4837 - accuracy: 0.7486
Epoch 560/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.5166 - accuracy: 0.7429
Epoch 561/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4816 - accuracy: 0.7757
Epoch 562/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.4779 - accuracy: 0.7629
Epoch 563/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4757 - accuracy: 0.7586
Epoch 564/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.4692 - accuracy: 0.7814
Epoch 565/1500
700/700 [==============================] - 0s 31us/sample - loss: 0.4734 - accuracy: 0.7757
Epoch 566/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.4672 - accuracy: 0.7829
Epoch 567/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4570 - accuracy: 0.7829
Epoch 568/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4683 - accuracy: 0.7729
Epoch 569/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4630 - accuracy: 0.7757
Epoch 570/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4597 - accuracy: 0.7829
Epoch 571/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4712 - accuracy: 0.7657
Epoch 572/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.4659 - accuracy: 0.7771
Epoch 573/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4856 - accuracy: 0.7700
Epoch 574/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.4649 - accuracy: 0.7757
Epoch 575/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4791 - accuracy: 0.7600
Epoch 576/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.4696 - accuracy: 0.7614
Epoch 577/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4579 - accuracy: 0.7843
Epoch 578/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4635 - accuracy: 0.7757
Epoch 579/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4643 - accuracy: 0.7800
Epoch 580/1500
700/700 [==============================] - 0s 37us/sample - loss: 0.4680 - accuracy: 0.7771
Epoch 581/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4609 - accuracy: 0.7814
Epoch 582/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.4599 - accuracy: 0.7800
Epoch 583/1500
700/700 [==============================] - 0s 32us/sample - loss: 0.4740 - accuracy: 0.7643
Epoch 584/1500
700/700 [==============================] - 0s 37us/sample - loss: 0.4582 - accuracy: 0.7800
Epoch 585/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.4604 - accuracy: 0.7786
Epoch 586/1500
700/700 [==============================] - 0s 38us/sample - loss: 0.4586 - accuracy: 0.7857
Epoch 587/1500
700/700 [==============================] - 0s 40us/sample - loss: 0.4617 - accuracy: 0.7800
Epoch 588/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4717 - accuracy: 0.7714
Epoch 589/1500
700/700 [==============================] - 0s 37us/sample - loss: 0.4591 - accuracy: 0.7857
Epoch 590/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.4608 - accuracy: 0.7771
Epoch 591/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.4612 - accuracy: 0.7743
Epoch 592/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4834 - accuracy: 0.7714
Epoch 593/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.5032 - accuracy: 0.7557
Epoch 594/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.5338 - accuracy: 0.7314
Epoch 595/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.4740 - accuracy: 0.7700
Epoch 596/1500
700/700 [==============================] - 0s 37us/sample - loss: 0.4625 - accuracy: 0.7686
Epoch 597/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4806 - accuracy: 0.7600
Epoch 598/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4830 - accuracy: 0.7600
Epoch 599/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4813 - accuracy: 0.7657
Epoch 600/1500
700/700 [==============================] - 0s 37us/sample - loss: 0.4629 - accuracy: 0.7771
Epoch 601/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4667 - accuracy: 0.7629
Epoch 602/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4628 - accuracy: 0.7686
Epoch 603/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4571 - accuracy: 0.7757
Epoch 604/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.4829 - accuracy: 0.7686
Epoch 605/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4611 - accuracy: 0.7757
Epoch 606/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.4593 - accuracy: 0.7814
Epoch 607/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4626 - accuracy: 0.7743
Epoch 608/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.4579 - accuracy: 0.7814
Epoch 609/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4589 - accuracy: 0.7871
Epoch 610/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4821 - accuracy: 0.7557
Epoch 611/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.5067 - accuracy: 0.7600
Epoch 612/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.4706 - accuracy: 0.7800
Epoch 613/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4588 - accuracy: 0.7957
Epoch 614/1500
700/700 [==============================] - 0s 37us/sample - loss: 0.4600 - accuracy: 0.7800
Epoch 615/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4647 - accuracy: 0.7757
Epoch 616/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4608 - accuracy: 0.7886
Epoch 617/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.4571 - accuracy: 0.7914
Epoch 618/1500
700/700 [==============================] - 0s 37us/sample - loss: 0.4576 - accuracy: 0.7829
Epoch 619/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4674 - accuracy: 0.7800
Epoch 620/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.4559 - accuracy: 0.7829
Epoch 621/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4715 - accuracy: 0.7614
Epoch 622/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.4660 - accuracy: 0.7800
Epoch 623/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4651 - accuracy: 0.7671
Epoch 624/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.4599 - accuracy: 0.7786
Epoch 625/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4661 - accuracy: 0.7786
Epoch 626/1500
700/700 [==============================] - 0s 38us/sample - loss: 0.4648 - accuracy: 0.7843
Epoch 627/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4963 - accuracy: 0.7557
Epoch 628/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4709 - accuracy: 0.7771
Epoch 629/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4640 - accuracy: 0.7800
Epoch 630/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4595 - accuracy: 0.7729
Epoch 631/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4557 - accuracy: 0.7871
Epoch 632/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4584 - accuracy: 0.7729
Epoch 633/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.4618 - accuracy: 0.7771
Epoch 634/1500
700/700 [==============================] - 0s 38us/sample - loss: 0.4692 - accuracy: 0.7643
Epoch 635/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4584 - accuracy: 0.7786
Epoch 636/1500
700/700 [==============================] - 0s 37us/sample - loss: 0.4566 - accuracy: 0.7857
Epoch 637/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4598 - accuracy: 0.7714
Epoch 638/1500
700/700 [==============================] - 0s 38us/sample - loss: 0.4655 - accuracy: 0.7714
Epoch 639/1500
700/700 [==============================] - 0s 37us/sample - loss: 0.4570 - accuracy: 0.7757
Epoch 640/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4672 - accuracy: 0.7900
Epoch 641/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4741 - accuracy: 0.7714
Epoch 642/1500
700/700 [==============================] - 0s 40us/sample - loss: 0.4742 - accuracy: 0.7500
Epoch 643/1500
700/700 [==============================] - 0s 41us/sample - loss: 0.4647 - accuracy: 0.7914
Epoch 644/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4596 - accuracy: 0.7814
Epoch 645/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.4574 - accuracy: 0.7871
Epoch 646/1500
700/700 [==============================] - 0s 32us/sample - loss: 0.4676 - accuracy: 0.7700
Epoch 647/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4718 - accuracy: 0.7686
Epoch 648/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4986 - accuracy: 0.7714
Epoch 649/1500
700/700 [==============================] - 0s 37us/sample - loss: 0.4886 - accuracy: 0.7643
Epoch 650/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4911 - accuracy: 0.7629
Epoch 651/1500
700/700 [==============================] - 0s 37us/sample - loss: 0.4805 - accuracy: 0.7586
Epoch 652/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4551 - accuracy: 0.7786
Epoch 653/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.4613 - accuracy: 0.7800
Epoch 654/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4686 - accuracy: 0.7800
Epoch 655/1500
700/700 [==============================] - 0s 37us/sample - loss: 0.4557 - accuracy: 0.7829
Epoch 656/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4586 - accuracy: 0.7771
Epoch 657/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4568 - accuracy: 0.7786
Epoch 658/1500
700/700 [==============================] - 0s 37us/sample - loss: 0.4601 - accuracy: 0.7714
Epoch 659/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4613 - accuracy: 0.7843
Epoch 660/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4564 - accuracy: 0.7771
Epoch 661/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.4675 - accuracy: 0.7671
Epoch 662/1500
700/700 [==============================] - 0s 32us/sample - loss: 0.4708 - accuracy: 0.7786
Epoch 663/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.4617 - accuracy: 0.7729
Epoch 664/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4600 - accuracy: 0.7786
Epoch 665/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.4549 - accuracy: 0.7771
Epoch 666/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4581 - accuracy: 0.7871
Epoch 667/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4556 - accuracy: 0.7714
Epoch 668/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4573 - accuracy: 0.7829
Epoch 669/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4608 - accuracy: 0.7743
Epoch 670/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4677 - accuracy: 0.7671
Epoch 671/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4687 - accuracy: 0.7657
Epoch 672/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4757 - accuracy: 0.7629
Epoch 673/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.4651 - accuracy: 0.7786
Epoch 674/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4633 - accuracy: 0.7829
Epoch 675/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4568 - accuracy: 0.7757
Epoch 676/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.4536 - accuracy: 0.7857
Epoch 677/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4553 - accuracy: 0.7857
Epoch 678/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4563 - accuracy: 0.7829
Epoch 679/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4625 - accuracy: 0.7814
Epoch 680/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4640 - accuracy: 0.7814
Epoch 681/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.4606 - accuracy: 0.7714
Epoch 682/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4602 - accuracy: 0.7771
Epoch 683/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4556 - accuracy: 0.7814
Epoch 684/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4608 - accuracy: 0.7657
Epoch 685/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4785 - accuracy: 0.7557
Epoch 686/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4653 - accuracy: 0.7686
Epoch 687/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4711 - accuracy: 0.7686
Epoch 688/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4653 - accuracy: 0.7643
Epoch 689/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.4596 - accuracy: 0.7714
Epoch 690/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4574 - accuracy: 0.7786
Epoch 691/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4654 - accuracy: 0.7829
Epoch 692/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4626 - accuracy: 0.7814
Epoch 693/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.4551 - accuracy: 0.7857
Epoch 694/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4572 - accuracy: 0.7714
Epoch 695/1500
700/700 [==============================] - 0s 37us/sample - loss: 0.4617 - accuracy: 0.7771
Epoch 696/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4564 - accuracy: 0.7800
Epoch 697/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.4658 - accuracy: 0.7714
Epoch 698/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.4619 - accuracy: 0.7900
Epoch 699/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4510 - accuracy: 0.7886
Epoch 700/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4541 - accuracy: 0.7786
Epoch 701/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4562 - accuracy: 0.7886
Epoch 702/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4564 - accuracy: 0.7814
Epoch 703/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.4553 - accuracy: 0.7886
Epoch 704/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4515 - accuracy: 0.7857
Epoch 705/1500
700/700 [==============================] - 0s 37us/sample - loss: 0.4566 - accuracy: 0.7771
Epoch 706/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.4608 - accuracy: 0.7786
Epoch 707/1500
700/700 [==============================] - 0s 40us/sample - loss: 0.4693 - accuracy: 0.7686
Epoch 708/1500
700/700 [==============================] - 0s 38us/sample - loss: 0.4655 - accuracy: 0.7629
Epoch 709/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4571 - accuracy: 0.7857
Epoch 710/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.4570 - accuracy: 0.7843
Epoch 711/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4529 - accuracy: 0.7843
Epoch 712/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.4552 - accuracy: 0.7786
Epoch 713/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4778 - accuracy: 0.7629
Epoch 714/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4854 - accuracy: 0.7529
Epoch 715/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4760 - accuracy: 0.7629
Epoch 716/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4679 - accuracy: 0.7757
Epoch 717/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4583 - accuracy: 0.7771
Epoch 718/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4596 - accuracy: 0.7771
Epoch 719/1500
700/700 [==============================] - 0s 37us/sample - loss: 0.4547 - accuracy: 0.7743
Epoch 720/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4636 - accuracy: 0.7857
Epoch 721/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4599 - accuracy: 0.7757
Epoch 722/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4532 - accuracy: 0.7929
Epoch 723/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4554 - accuracy: 0.7771
Epoch 724/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.4520 - accuracy: 0.7914
Epoch 725/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4556 - accuracy: 0.7786
Epoch 726/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4694 - accuracy: 0.7757
Epoch 727/1500
700/700 [==============================] - 0s 32us/sample - loss: 0.4659 - accuracy: 0.7771
Epoch 728/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.4543 - accuracy: 0.7857
Epoch 729/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4545 - accuracy: 0.7857
Epoch 730/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.4622 - accuracy: 0.7700
Epoch 731/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4647 - accuracy: 0.7729
Epoch 732/1500
700/700 [==============================] - 0s 37us/sample - loss: 0.4566 - accuracy: 0.7871
Epoch 733/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4562 - accuracy: 0.7800
Epoch 734/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.4561 - accuracy: 0.7857
Epoch 735/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4530 - accuracy: 0.7886
Epoch 736/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.4520 - accuracy: 0.7800
Epoch 737/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4651 - accuracy: 0.7729
Epoch 738/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.4776 - accuracy: 0.7671
Epoch 739/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4595 - accuracy: 0.7757
Epoch 740/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.4569 - accuracy: 0.7686
Epoch 741/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4490 - accuracy: 0.7886
Epoch 742/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.4657 - accuracy: 0.7686
Epoch 743/1500
700/700 [==============================] - 0s 31us/sample - loss: 0.4606 - accuracy: 0.7700
Epoch 744/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4527 - accuracy: 0.7714
Epoch 745/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4594 - accuracy: 0.7757
Epoch 746/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4524 - accuracy: 0.7786
Epoch 747/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4569 - accuracy: 0.7800
Epoch 748/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4511 - accuracy: 0.7914
Epoch 749/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4537 - accuracy: 0.7886
Epoch 750/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4565 - accuracy: 0.7829
Epoch 751/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.4563 - accuracy: 0.7857
Epoch 752/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4602 - accuracy: 0.7714
Epoch 753/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4514 - accuracy: 0.7857
Epoch 754/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.4485 - accuracy: 0.7814
Epoch 755/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4501 - accuracy: 0.7843
Epoch 756/1500
700/700 [==============================] - 0s 37us/sample - loss: 0.4642 - accuracy: 0.7786
Epoch 757/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4607 - accuracy: 0.7757
Epoch 758/1500
700/700 [==============================] - 0s 37us/sample - loss: 0.4697 - accuracy: 0.7757
Epoch 759/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.4485 - accuracy: 0.7857
Epoch 760/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4676 - accuracy: 0.7671
Epoch 761/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4533 - accuracy: 0.7900
Epoch 762/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4590 - accuracy: 0.7800
Epoch 763/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4537 - accuracy: 0.7857
Epoch 764/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4536 - accuracy: 0.7843
Epoch 765/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4560 - accuracy: 0.7814
Epoch 766/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.4488 - accuracy: 0.7843
Epoch 767/1500
700/700 [==============================] - 0s 32us/sample - loss: 0.4574 - accuracy: 0.7786
Epoch 768/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.4665 - accuracy: 0.7657
Epoch 769/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4573 - accuracy: 0.7814
Epoch 770/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4513 - accuracy: 0.7786
Epoch 771/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4669 - accuracy: 0.7700
Epoch 772/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4531 - accuracy: 0.7786
Epoch 773/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4519 - accuracy: 0.7714
Epoch 774/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4658 - accuracy: 0.7843
Epoch 775/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4729 - accuracy: 0.7686
Epoch 776/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4481 - accuracy: 0.7929
Epoch 777/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4540 - accuracy: 0.7786
Epoch 778/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.4530 - accuracy: 0.7757
Epoch 779/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.4528 - accuracy: 0.7800
Epoch 780/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4611 - accuracy: 0.7700
Epoch 781/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.4559 - accuracy: 0.7857
Epoch 782/1500
700/700 [==============================] - 0s 31us/sample - loss: 0.4537 - accuracy: 0.7857
Epoch 783/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.4600 - accuracy: 0.7857
Epoch 784/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4663 - accuracy: 0.7743
Epoch 785/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.4615 - accuracy: 0.7829
Epoch 786/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4634 - accuracy: 0.7657
Epoch 787/1500
700/700 [==============================] - 0s 38us/sample - loss: 0.4515 - accuracy: 0.7829
Epoch 788/1500
700/700 [==============================] - 0s 37us/sample - loss: 0.4474 - accuracy: 0.7857
Epoch 789/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4699 - accuracy: 0.7629
Epoch 790/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4548 - accuracy: 0.7814
Epoch 791/1500
700/700 [==============================] - 0s 35us/sample - loss: 0.4742 - accuracy: 0.7571
Epoch 792/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4806 - accuracy: 0.7643
Epoch 793/1500
700/700 [==============================] - 0s 37us/sample - loss: 0.5601 - accuracy: 0.7200
Epoch 794/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4840 - accuracy: 0.7629
Epoch 795/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.4722 - accuracy: 0.7643
Epoch 796/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4678 - accuracy: 0.7657
Epoch 797/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4720 - accuracy: 0.7771
Epoch 798/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4577 - accuracy: 0.7786
Epoch 799/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.4499 - accuracy: 0.7943
Epoch 800/1500
700/700 [==============================] - 0s 37us/sample - loss: 0.4528 - accuracy: 0.7829
Epoch 801/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.4621 - accuracy: 0.7814
Epoch 802/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4585 - accuracy: 0.7771
Epoch 803/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4556 - accuracy: 0.7829
Epoch 804/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4586 - accuracy: 0.7814
Epoch 805/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4509 - accuracy: 0.7671
Epoch 806/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4524 - accuracy: 0.7743
Epoch 807/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4465 - accuracy: 0.7900
Epoch 808/1500
700/700 [==============================] - 0s 51us/sample - loss: 0.4771 - accuracy: 0.7729
Epoch 809/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.4706 - accuracy: 0.7629
Epoch 810/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4722 - accuracy: 0.7686
Epoch 811/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4497 - accuracy: 0.7843
Epoch 812/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4507 - accuracy: 0.7886
Epoch 813/1500
700/700 [==============================] - 0s 31us/sample - loss: 0.4545 - accuracy: 0.7829
Epoch 814/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.4583 - accuracy: 0.7900
Epoch 815/1500
700/700 [==============================] - 0s 31us/sample - loss: 0.4542 - accuracy: 0.7886
Epoch 816/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.4551 - accuracy: 0.7829
Epoch 817/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4482 - accuracy: 0.7800
Epoch 818/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4485 - accuracy: 0.7900
Epoch 819/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4505 - accuracy: 0.7757
Epoch 820/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.4542 - accuracy: 0.7914
Epoch 821/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4604 - accuracy: 0.7886
Epoch 822/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.4589 - accuracy: 0.7843
Epoch 823/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4586 - accuracy: 0.7800
Epoch 824/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.4518 - accuracy: 0.7786
Epoch 825/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4484 - accuracy: 0.7843
Epoch 826/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.4676 - accuracy: 0.7600
Epoch 827/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4490 - accuracy: 0.7814
Epoch 828/1500
700/700 [==============================] - 0s 38us/sample - loss: 0.4544 - accuracy: 0.7814
Epoch 829/1500
700/700 [==============================] - 0s 38us/sample - loss: 0.4500 - accuracy: 0.7829
Epoch 830/1500
700/700 [==============================] - 0s 37us/sample - loss: 0.4538 - accuracy: 0.7729
Epoch 831/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4883 - accuracy: 0.7671
Epoch 832/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.4648 - accuracy: 0.7714
Epoch 833/1500
700/700 [==============================] - 0s 37us/sample - loss: 0.4616 - accuracy: 0.7771
Epoch 834/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4548 - accuracy: 0.7757
Epoch 835/1500
700/700 [==============================] - 0s 35us/sample - loss: 0.4680 - accuracy: 0.7714
Epoch 836/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4562 - accuracy: 0.7900
Epoch 837/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.4516 - accuracy: 0.7829
Epoch 838/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.4594 - accuracy: 0.7829
Epoch 839/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4625 - accuracy: 0.7729
Epoch 840/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4656 - accuracy: 0.7643
Epoch 841/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.4683 - accuracy: 0.7814
Epoch 842/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4527 - accuracy: 0.7929
Epoch 843/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.4553 - accuracy: 0.7757
Epoch 844/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4505 - accuracy: 0.7857
Epoch 845/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.4498 - accuracy: 0.7857
Epoch 846/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4521 - accuracy: 0.7871
Epoch 847/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4764 - accuracy: 0.7529
Epoch 848/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4517 - accuracy: 0.7900
Epoch 849/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4580 - accuracy: 0.7800
Epoch 850/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.4495 - accuracy: 0.7829
Epoch 851/1500
700/700 [==============================] - 0s 32us/sample - loss: 0.4483 - accuracy: 0.7800
Epoch 852/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4506 - accuracy: 0.7771
Epoch 853/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4626 - accuracy: 0.7729
Epoch 854/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.4505 - accuracy: 0.7843
Epoch 855/1500
700/700 [==============================] - 0s 32us/sample - loss: 0.4433 - accuracy: 0.7829
Epoch 856/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4528 - accuracy: 0.7700
Epoch 857/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4648 - accuracy: 0.7700
Epoch 858/1500
700/700 [==============================] - 0s 38us/sample - loss: 0.4718 - accuracy: 0.7614
Epoch 859/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4777 - accuracy: 0.7629
Epoch 860/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.4642 - accuracy: 0.7657
Epoch 861/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4457 - accuracy: 0.7943
Epoch 862/1500
700/700 [==============================] - 0s 37us/sample - loss: 0.4477 - accuracy: 0.7857
Epoch 863/1500
700/700 [==============================] - 0s 31us/sample - loss: 0.4727 - accuracy: 0.7671
Epoch 864/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.4742 - accuracy: 0.7800
Epoch 865/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4689 - accuracy: 0.7729
Epoch 866/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.4516 - accuracy: 0.7843
Epoch 867/1500
700/700 [==============================] - 0s 37us/sample - loss: 0.4456 - accuracy: 0.7857
Epoch 868/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4522 - accuracy: 0.7886
Epoch 869/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4475 - accuracy: 0.7886
Epoch 870/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4552 - accuracy: 0.7814
Epoch 871/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4706 - accuracy: 0.7800
Epoch 872/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.4546 - accuracy: 0.7771
Epoch 873/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4537 - accuracy: 0.7886
Epoch 874/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4499 - accuracy: 0.7757
Epoch 875/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4486 - accuracy: 0.7814
Epoch 876/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.4497 - accuracy: 0.7771
Epoch 877/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4584 - accuracy: 0.7914
Epoch 878/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.4516 - accuracy: 0.7886
Epoch 879/1500
700/700 [==============================] - 0s 37us/sample - loss: 0.4630 - accuracy: 0.7771
Epoch 880/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4464 - accuracy: 0.7843
Epoch 881/1500
700/700 [==============================] - 0s 40us/sample - loss: 0.4511 - accuracy: 0.7886
Epoch 882/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.4569 - accuracy: 0.7814
Epoch 883/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.4536 - accuracy: 0.7800
Epoch 884/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4529 - accuracy: 0.7771
Epoch 885/1500
700/700 [==============================] - 0s 41us/sample - loss: 0.4498 - accuracy: 0.7743
Epoch 886/1500
700/700 [==============================] - 0s 43us/sample - loss: 0.4512 - accuracy: 0.7814
Epoch 887/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.4593 - accuracy: 0.7757
Epoch 888/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4523 - accuracy: 0.7800
Epoch 889/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4556 - accuracy: 0.7886
Epoch 890/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.4553 - accuracy: 0.7843
Epoch 891/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4636 - accuracy: 0.7657
Epoch 892/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4515 - accuracy: 0.7757
Epoch 893/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.4475 - accuracy: 0.7771
Epoch 894/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4453 - accuracy: 0.7886
Epoch 895/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4604 - accuracy: 0.7686
Epoch 896/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.4670 - accuracy: 0.7743
Epoch 897/1500
700/700 [==============================] - 0s 37us/sample - loss: 0.4556 - accuracy: 0.7743
Epoch 898/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.4746 - accuracy: 0.7700
Epoch 899/1500
700/700 [==============================] - 0s 35us/sample - loss: 0.4647 - accuracy: 0.7714
Epoch 900/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4691 - accuracy: 0.7800
Epoch 901/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4717 - accuracy: 0.7714
Epoch 902/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4581 - accuracy: 0.7786
Epoch 903/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.4524 - accuracy: 0.7814
Epoch 904/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4816 - accuracy: 0.7671
Epoch 905/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.4750 - accuracy: 0.7743
Epoch 906/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4561 - accuracy: 0.7771
Epoch 907/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.4549 - accuracy: 0.7743
Epoch 908/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4559 - accuracy: 0.7814
Epoch 909/1500
700/700 [==============================] - 0s 37us/sample - loss: 0.4463 - accuracy: 0.7800
Epoch 910/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4452 - accuracy: 0.7886
Epoch 911/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.4493 - accuracy: 0.7800
Epoch 912/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.4495 - accuracy: 0.7814
Epoch 913/1500
700/700 [==============================] - 0s 37us/sample - loss: 0.4473 - accuracy: 0.7786
Epoch 914/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4500 - accuracy: 0.7800
Epoch 915/1500
700/700 [==============================] - 0s 37us/sample - loss: 0.4514 - accuracy: 0.7729
Epoch 916/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4488 - accuracy: 0.7843
Epoch 917/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.4570 - accuracy: 0.7871
Epoch 918/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4588 - accuracy: 0.7714
Epoch 919/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.4483 - accuracy: 0.7871
Epoch 920/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4478 - accuracy: 0.7900
Epoch 921/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.4538 - accuracy: 0.7814
Epoch 922/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4585 - accuracy: 0.7857
Epoch 923/1500
700/700 [==============================] - 0s 37us/sample - loss: 0.4455 - accuracy: 0.7843
Epoch 924/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4497 - accuracy: 0.7786
Epoch 925/1500
700/700 [==============================] - 0s 37us/sample - loss: 0.4512 - accuracy: 0.7800
Epoch 926/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4463 - accuracy: 0.7886
Epoch 927/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.4624 - accuracy: 0.7871
Epoch 928/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4499 - accuracy: 0.7900
Epoch 929/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4495 - accuracy: 0.7986
Epoch 930/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4580 - accuracy: 0.7729
Epoch 931/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.4505 - accuracy: 0.7871
Epoch 932/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4507 - accuracy: 0.7943
Epoch 933/1500
700/700 [==============================] - 0s 38us/sample - loss: 0.4452 - accuracy: 0.7829
Epoch 934/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4564 - accuracy: 0.7886
Epoch 935/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.4454 - accuracy: 0.7729
Epoch 936/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4452 - accuracy: 0.7871
Epoch 937/1500
700/700 [==============================] - 0s 38us/sample - loss: 0.4531 - accuracy: 0.7829
Epoch 938/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4736 - accuracy: 0.7729
Epoch 939/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4562 - accuracy: 0.7829
Epoch 940/1500
700/700 [==============================] - 0s 31us/sample - loss: 0.4424 - accuracy: 0.7829
Epoch 941/1500
700/700 [==============================] - 0s 37us/sample - loss: 0.4436 - accuracy: 0.7771
Epoch 942/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4454 - accuracy: 0.7871
Epoch 943/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4464 - accuracy: 0.7800
Epoch 944/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4703 - accuracy: 0.7757
Epoch 945/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.4703 - accuracy: 0.7757
Epoch 946/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4472 - accuracy: 0.7829
Epoch 947/1500
700/700 [==============================] - 0s 38us/sample - loss: 0.4450 - accuracy: 0.7886
Epoch 948/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4615 - accuracy: 0.7657
Epoch 949/1500
700/700 [==============================] - 0s 37us/sample - loss: 0.4539 - accuracy: 0.7771
Epoch 950/1500
700/700 [==============================] - 0s 38us/sample - loss: 0.4635 - accuracy: 0.7814
Epoch 951/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.4575 - accuracy: 0.7914
Epoch 952/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4565 - accuracy: 0.7814
Epoch 953/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4925 - accuracy: 0.7671
Epoch 954/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4840 - accuracy: 0.7557
Epoch 955/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4783 - accuracy: 0.7657
Epoch 956/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4546 - accuracy: 0.7857
Epoch 957/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.4667 - accuracy: 0.7700
Epoch 958/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4553 - accuracy: 0.7900
Epoch 959/1500
700/700 [==============================] - 0s 35us/sample - loss: 0.4496 - accuracy: 0.7829
Epoch 960/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4463 - accuracy: 0.7814
Epoch 961/1500
700/700 [==============================] - 0s 38us/sample - loss: 0.4495 - accuracy: 0.7871
Epoch 962/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.4451 - accuracy: 0.7814
Epoch 963/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4455 - accuracy: 0.7871
Epoch 964/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.4432 - accuracy: 0.7943
Epoch 965/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4460 - accuracy: 0.7843
Epoch 966/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4568 - accuracy: 0.7886
Epoch 967/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4789 - accuracy: 0.7771
Epoch 968/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.4522 - accuracy: 0.7900
Epoch 969/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4715 - accuracy: 0.7829
Epoch 970/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4549 - accuracy: 0.7757
Epoch 971/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4468 - accuracy: 0.7771
Epoch 972/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4613 - accuracy: 0.7786
Epoch 973/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.4618 - accuracy: 0.7757
Epoch 974/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4449 - accuracy: 0.7929
Epoch 975/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4522 - accuracy: 0.7771
Epoch 976/1500
700/700 [==============================] - 0s 38us/sample - loss: 0.4485 - accuracy: 0.7743
Epoch 977/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4490 - accuracy: 0.7743
Epoch 978/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4536 - accuracy: 0.7743
Epoch 979/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4540 - accuracy: 0.7671
Epoch 980/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4499 - accuracy: 0.7957
Epoch 981/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4468 - accuracy: 0.7786
Epoch 982/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4540 - accuracy: 0.7800
Epoch 983/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4448 - accuracy: 0.7900
Epoch 984/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.4461 - accuracy: 0.7914
Epoch 985/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4555 - accuracy: 0.7829
Epoch 986/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4513 - accuracy: 0.7786
Epoch 987/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.4508 - accuracy: 0.7814
Epoch 988/1500
700/700 [==============================] - 0s 37us/sample - loss: 0.4623 - accuracy: 0.7643
Epoch 989/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4476 - accuracy: 0.7871
Epoch 990/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.4501 - accuracy: 0.8029
Epoch 991/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4529 - accuracy: 0.7886
Epoch 992/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4563 - accuracy: 0.7900
Epoch 993/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4496 - accuracy: 0.7843
Epoch 994/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4598 - accuracy: 0.7771
Epoch 995/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4630 - accuracy: 0.7743
Epoch 996/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.4573 - accuracy: 0.7957
Epoch 997/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4694 - accuracy: 0.7729
Epoch 998/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.4491 - accuracy: 0.7857
Epoch 999/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4481 - accuracy: 0.7843
Epoch 1000/1500
700/700 [==============================] - 0s 38us/sample - loss: 0.4464 - accuracy: 0.7871
Epoch 1001/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4525 - accuracy: 0.7857
Epoch 1002/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.4693 - accuracy: 0.7714
Epoch 1003/1500
700/700 [==============================] - 0s 31us/sample - loss: 0.4528 - accuracy: 0.7786
Epoch 1004/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.4441 - accuracy: 0.7829
Epoch 1005/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4837 - accuracy: 0.7586
Epoch 1006/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4669 - accuracy: 0.7771
Epoch 1007/1500
700/700 [==============================] - 0s 40us/sample - loss: 0.4796 - accuracy: 0.7829
Epoch 1008/1500
700/700 [==============================] - 0s 40us/sample - loss: 0.4483 - accuracy: 0.7786
Epoch 1009/1500
700/700 [==============================] - 0s 40us/sample - loss: 0.4483 - accuracy: 0.7757
Epoch 1010/1500
700/700 [==============================] - 0s 46us/sample - loss: 0.4439 - accuracy: 0.7771
Epoch 1011/1500
700/700 [==============================] - 0s 37us/sample - loss: 0.4468 - accuracy: 0.7814
Epoch 1012/1500
700/700 [==============================] - 0s 44us/sample - loss: 0.4473 - accuracy: 0.7814
Epoch 1013/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.4489 - accuracy: 0.7843
Epoch 1014/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4475 - accuracy: 0.7871
Epoch 1015/1500
700/700 [==============================] - 0s 38us/sample - loss: 0.4437 - accuracy: 0.7857
Epoch 1016/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4552 - accuracy: 0.7900
Epoch 1017/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.4542 - accuracy: 0.7800
Epoch 1018/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4443 - accuracy: 0.7857
Epoch 1019/1500
700/700 [==============================] - 0s 37us/sample - loss: 0.4474 - accuracy: 0.7986
Epoch 1020/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4605 - accuracy: 0.7743
Epoch 1021/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.4706 - accuracy: 0.7829
Epoch 1022/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4534 - accuracy: 0.7700
Epoch 1023/1500
700/700 [==============================] - 0s 43us/sample - loss: 0.4448 - accuracy: 0.7829
Epoch 1024/1500
700/700 [==============================] - 0s 41us/sample - loss: 0.4446 - accuracy: 0.7900
Epoch 1025/1500
700/700 [==============================] - 0s 38us/sample - loss: 0.4412 - accuracy: 0.7786
Epoch 1026/1500
700/700 [==============================] - 0s 35us/sample - loss: 0.4439 - accuracy: 0.7886
Epoch 1027/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.4473 - accuracy: 0.7929
Epoch 1028/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4460 - accuracy: 0.7886
Epoch 1029/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4650 - accuracy: 0.7671
Epoch 1030/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4731 - accuracy: 0.7843
Epoch 1031/1500
700/700 [==============================] - 0s 41us/sample - loss: 0.4936 - accuracy: 0.7643
Epoch 1032/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.4787 - accuracy: 0.7700
Epoch 1033/1500
700/700 [==============================] - 0s 37us/sample - loss: 0.4654 - accuracy: 0.7657
Epoch 1034/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4588 - accuracy: 0.7757
Epoch 1035/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.4481 - accuracy: 0.7871
Epoch 1036/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4613 - accuracy: 0.7843
Epoch 1037/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4594 - accuracy: 0.7757
Epoch 1038/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4518 - accuracy: 0.7886
Epoch 1039/1500
700/700 [==============================] - 0s 37us/sample - loss: 0.4491 - accuracy: 0.7771
Epoch 1040/1500
700/700 [==============================] - 0s 40us/sample - loss: 0.4366 - accuracy: 0.7886
Epoch 1041/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4565 - accuracy: 0.7957
Epoch 1042/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.4466 - accuracy: 0.7857
Epoch 1043/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.4535 - accuracy: 0.7829
Epoch 1044/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4534 - accuracy: 0.7943
Epoch 1045/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4490 - accuracy: 0.7743
Epoch 1046/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.4625 - accuracy: 0.7786
Epoch 1047/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4495 - accuracy: 0.7886
Epoch 1048/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.4458 - accuracy: 0.7829
Epoch 1049/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4447 - accuracy: 0.7843
Epoch 1050/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.4518 - accuracy: 0.7743
Epoch 1051/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4549 - accuracy: 0.7743
Epoch 1052/1500
700/700 [==============================] - 0s 37us/sample - loss: 0.4414 - accuracy: 0.7886
Epoch 1053/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4507 - accuracy: 0.7800
Epoch 1054/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.4496 - accuracy: 0.7757
Epoch 1055/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4431 - accuracy: 0.7843
Epoch 1056/1500
700/700 [==============================] - 0s 38us/sample - loss: 0.4417 - accuracy: 0.7829
Epoch 1057/1500
700/700 [==============================] - 0s 38us/sample - loss: 0.4469 - accuracy: 0.7829
Epoch 1058/1500
700/700 [==============================] - 0s 40us/sample - loss: 0.4556 - accuracy: 0.7800
Epoch 1059/1500
700/700 [==============================] - 0s 37us/sample - loss: 0.4466 - accuracy: 0.7800
Epoch 1060/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4424 - accuracy: 0.7957
Epoch 1061/1500
700/700 [==============================] - 0s 37us/sample - loss: 0.4581 - accuracy: 0.7886
Epoch 1062/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4525 - accuracy: 0.7800
Epoch 1063/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.4422 - accuracy: 0.7971
Epoch 1064/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4774 - accuracy: 0.7743
Epoch 1065/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.4556 - accuracy: 0.7800
Epoch 1066/1500
700/700 [==============================] - 0s 40us/sample - loss: 0.4447 - accuracy: 0.7843
Epoch 1067/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4468 - accuracy: 0.7843
Epoch 1068/1500
700/700 [==============================] - 0s 37us/sample - loss: 0.4561 - accuracy: 0.7743
Epoch 1069/1500
700/700 [==============================] - 0s 38us/sample - loss: 0.4656 - accuracy: 0.7771
Epoch 1070/1500
700/700 [==============================] - 0s 38us/sample - loss: 0.4557 - accuracy: 0.7857
Epoch 1071/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4586 - accuracy: 0.7814
Epoch 1072/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4453 - accuracy: 0.7814
Epoch 1073/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4466 - accuracy: 0.7843
Epoch 1074/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4694 - accuracy: 0.7714
Epoch 1075/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4602 - accuracy: 0.7729
Epoch 1076/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.4499 - accuracy: 0.7829
Epoch 1077/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.4514 - accuracy: 0.7843
Epoch 1078/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.4581 - accuracy: 0.7771
Epoch 1079/1500
700/700 [==============================] - 0s 37us/sample - loss: 0.4424 - accuracy: 0.7829
Epoch 1080/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4470 - accuracy: 0.7871
Epoch 1081/1500
700/700 [==============================] - 0s 35us/sample - loss: 0.4446 - accuracy: 0.7829
Epoch 1082/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4544 - accuracy: 0.7771
Epoch 1083/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.4640 - accuracy: 0.7657
Epoch 1084/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4420 - accuracy: 0.7786
Epoch 1085/1500
700/700 [==============================] - 0s 35us/sample - loss: 0.4488 - accuracy: 0.7843
Epoch 1086/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4811 - accuracy: 0.7800
Epoch 1087/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4530 - accuracy: 0.7900
Epoch 1088/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4577 - accuracy: 0.7943
Epoch 1089/1500
700/700 [==============================] - 0s 32us/sample - loss: 0.4551 - accuracy: 0.7857
Epoch 1090/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4425 - accuracy: 0.7829
Epoch 1091/1500
700/700 [==============================] - 0s 31us/sample - loss: 0.4402 - accuracy: 0.7829
Epoch 1092/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4480 - accuracy: 0.7871
Epoch 1093/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4443 - accuracy: 0.7900
Epoch 1094/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4416 - accuracy: 0.7843
Epoch 1095/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4490 - accuracy: 0.7743
Epoch 1096/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.4439 - accuracy: 0.7886
Epoch 1097/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4433 - accuracy: 0.7957
Epoch 1098/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.4482 - accuracy: 0.7800
Epoch 1099/1500
700/700 [==============================] - 0s 31us/sample - loss: 0.4635 - accuracy: 0.7814
Epoch 1100/1500
700/700 [==============================] - 0s 37us/sample - loss: 0.4615 - accuracy: 0.7786
Epoch 1101/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4528 - accuracy: 0.7843
Epoch 1102/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.4462 - accuracy: 0.7857
Epoch 1103/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4465 - accuracy: 0.7871
Epoch 1104/1500
700/700 [==============================] - 0s 37us/sample - loss: 0.4447 - accuracy: 0.7886
Epoch 1105/1500
700/700 [==============================] - 0s 37us/sample - loss: 0.4488 - accuracy: 0.7843
Epoch 1106/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.4538 - accuracy: 0.7771
Epoch 1107/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4440 - accuracy: 0.7886
Epoch 1108/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4550 - accuracy: 0.7829
Epoch 1109/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4471 - accuracy: 0.7857
Epoch 1110/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4508 - accuracy: 0.7829
Epoch 1111/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4651 - accuracy: 0.7657
Epoch 1112/1500
700/700 [==============================] - 0s 37us/sample - loss: 0.4650 - accuracy: 0.7729
Epoch 1113/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4430 - accuracy: 0.7929
Epoch 1114/1500
700/700 [==============================] - 0s 37us/sample - loss: 0.4588 - accuracy: 0.7686
Epoch 1115/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4659 - accuracy: 0.7786
Epoch 1116/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.4515 - accuracy: 0.7814
Epoch 1117/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4448 - accuracy: 0.7871
Epoch 1118/1500
700/700 [==============================] - 0s 37us/sample - loss: 0.4431 - accuracy: 0.7829
Epoch 1119/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.4485 - accuracy: 0.7886
Epoch 1120/1500
700/700 [==============================] - 0s 38us/sample - loss: 0.4584 - accuracy: 0.7871
Epoch 1121/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.4474 - accuracy: 0.7871
Epoch 1122/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4526 - accuracy: 0.7957
Epoch 1123/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.4552 - accuracy: 0.7786
Epoch 1124/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4566 - accuracy: 0.7757
Epoch 1125/1500
700/700 [==============================] - 0s 44us/sample - loss: 0.4446 - accuracy: 0.7800
Epoch 1126/1500
700/700 [==============================] - 0s 40us/sample - loss: 0.4462 - accuracy: 0.7843
Epoch 1127/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4433 - accuracy: 0.7871
Epoch 1128/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.4445 - accuracy: 0.7900
Epoch 1129/1500
700/700 [==============================] - 0s 32us/sample - loss: 0.4418 - accuracy: 0.7914
Epoch 1130/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.4463 - accuracy: 0.7886
Epoch 1131/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4661 - accuracy: 0.7757
Epoch 1132/1500
700/700 [==============================] - 0s 37us/sample - loss: 0.4635 - accuracy: 0.7700
Epoch 1133/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4598 - accuracy: 0.7657
Epoch 1134/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.4509 - accuracy: 0.7714
Epoch 1135/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4436 - accuracy: 0.7943
Epoch 1136/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.4623 - accuracy: 0.7771
Epoch 1137/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4493 - accuracy: 0.7814
Epoch 1138/1500
700/700 [==============================] - 0s 37us/sample - loss: 0.4479 - accuracy: 0.7786
Epoch 1139/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4384 - accuracy: 0.8029
Epoch 1140/1500
700/700 [==============================] - 0s 37us/sample - loss: 0.4458 - accuracy: 0.7914
Epoch 1141/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4402 - accuracy: 0.7886
Epoch 1142/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.4459 - accuracy: 0.7800
Epoch 1143/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4438 - accuracy: 0.7871
Epoch 1144/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4487 - accuracy: 0.7771
Epoch 1145/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4448 - accuracy: 0.7800
Epoch 1146/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.4557 - accuracy: 0.7843
Epoch 1147/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4430 - accuracy: 0.7843
Epoch 1148/1500
700/700 [==============================] - 0s 37us/sample - loss: 0.4466 - accuracy: 0.7871
Epoch 1149/1500
700/700 [==============================] - 0s 32us/sample - loss: 0.4536 - accuracy: 0.7743
Epoch 1150/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.4640 - accuracy: 0.7800
Epoch 1151/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4465 - accuracy: 0.7871
Epoch 1152/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4625 - accuracy: 0.7700
Epoch 1153/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4558 - accuracy: 0.7957
Epoch 1154/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.4474 - accuracy: 0.7829
Epoch 1155/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4454 - accuracy: 0.7929
Epoch 1156/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4458 - accuracy: 0.7929
Epoch 1157/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4572 - accuracy: 0.7857
Epoch 1158/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4448 - accuracy: 0.7843
Epoch 1159/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.4540 - accuracy: 0.7814
Epoch 1160/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.4548 - accuracy: 0.7757
Epoch 1161/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4529 - accuracy: 0.7843
Epoch 1162/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.4545 - accuracy: 0.7900
Epoch 1163/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4526 - accuracy: 0.7700
Epoch 1164/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.5046 - accuracy: 0.7543
Epoch 1165/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4978 - accuracy: 0.7743
Epoch 1166/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4745 - accuracy: 0.7614
Epoch 1167/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4573 - accuracy: 0.7729
Epoch 1168/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4472 - accuracy: 0.7886
Epoch 1169/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4411 - accuracy: 0.7886
Epoch 1170/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4399 - accuracy: 0.7900
Epoch 1171/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4427 - accuracy: 0.7829
Epoch 1172/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.4481 - accuracy: 0.7843
Epoch 1173/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.4478 - accuracy: 0.7957
Epoch 1174/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.4427 - accuracy: 0.7986
Epoch 1175/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4641 - accuracy: 0.7743
Epoch 1176/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4570 - accuracy: 0.7743
Epoch 1177/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4494 - accuracy: 0.7829
Epoch 1178/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.4465 - accuracy: 0.7900
Epoch 1179/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4501 - accuracy: 0.7743
Epoch 1180/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4430 - accuracy: 0.7886
Epoch 1181/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4459 - accuracy: 0.7843
Epoch 1182/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.4411 - accuracy: 0.7886
Epoch 1183/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4494 - accuracy: 0.7771
Epoch 1184/1500
700/700 [==============================] - 0s 37us/sample - loss: 0.4506 - accuracy: 0.7729
Epoch 1185/1500
700/700 [==============================] - 0s 37us/sample - loss: 0.4585 - accuracy: 0.7714
Epoch 1186/1500
700/700 [==============================] - 0s 38us/sample - loss: 0.4478 - accuracy: 0.7886
Epoch 1187/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.4457 - accuracy: 0.7871
Epoch 1188/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4466 - accuracy: 0.7843
Epoch 1189/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.4542 - accuracy: 0.7957
Epoch 1190/1500
700/700 [==============================] - 0s 40us/sample - loss: 0.4419 - accuracy: 0.7829
Epoch 1191/1500
700/700 [==============================] - 0s 40us/sample - loss: 0.4435 - accuracy: 0.7786
Epoch 1192/1500
700/700 [==============================] - 0s 37us/sample - loss: 0.4438 - accuracy: 0.7843
Epoch 1193/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4409 - accuracy: 0.7871
Epoch 1194/1500
700/700 [==============================] - ETA: 0s - loss: 0.3638 - accuracy: 0.84 - 0s 36us/sample - loss: 0.4479 - accuracy: 0.7886
Epoch 1195/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4448 - accuracy: 0.7886
Epoch 1196/1500
700/700 [==============================] - 0s 37us/sample - loss: 0.4527 - accuracy: 0.7814
Epoch 1197/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4514 - accuracy: 0.7729
Epoch 1198/1500
700/700 [==============================] - 0s 37us/sample - loss: 0.4480 - accuracy: 0.7771
Epoch 1199/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4420 - accuracy: 0.7886
Epoch 1200/1500
700/700 [==============================] - 0s 41us/sample - loss: 0.4491 - accuracy: 0.7800
Epoch 1201/1500
700/700 [==============================] - 0s 37us/sample - loss: 0.4577 - accuracy: 0.7800
Epoch 1202/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4608 - accuracy: 0.7786
Epoch 1203/1500
700/700 [==============================] - 0s 38us/sample - loss: 0.4456 - accuracy: 0.7757
Epoch 1204/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4400 - accuracy: 0.7943
Epoch 1205/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.4504 - accuracy: 0.7686
Epoch 1206/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4590 - accuracy: 0.7843
Epoch 1207/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.4471 - accuracy: 0.7886
Epoch 1208/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4487 - accuracy: 0.7771
Epoch 1209/1500
700/700 [==============================] - 0s 37us/sample - loss: 0.4410 - accuracy: 0.7814
Epoch 1210/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4510 - accuracy: 0.7786
Epoch 1211/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4495 - accuracy: 0.7886
Epoch 1212/1500
700/700 [==============================] - 0s 40us/sample - loss: 0.4573 - accuracy: 0.7786
Epoch 1213/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.4546 - accuracy: 0.7700
Epoch 1214/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4431 - accuracy: 0.7743
Epoch 1215/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4436 - accuracy: 0.7814
Epoch 1216/1500
700/700 [==============================] - 0s 35us/sample - loss: 0.4508 - accuracy: 0.7814
Epoch 1217/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4811 - accuracy: 0.7757
Epoch 1218/1500
700/700 [==============================] - 0s 38us/sample - loss: 0.4726 - accuracy: 0.7814
Epoch 1219/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4608 - accuracy: 0.7729
Epoch 1220/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.4490 - accuracy: 0.7671
Epoch 1221/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4519 - accuracy: 0.7829
Epoch 1222/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4527 - accuracy: 0.7871
Epoch 1223/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.4394 - accuracy: 0.7929
Epoch 1224/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.4447 - accuracy: 0.7800
Epoch 1225/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4506 - accuracy: 0.7800
Epoch 1226/1500
700/700 [==============================] - 0s 37us/sample - loss: 0.4471 - accuracy: 0.7900
Epoch 1227/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4507 - accuracy: 0.7829
Epoch 1228/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4587 - accuracy: 0.7700
Epoch 1229/1500
700/700 [==============================] - 0s 37us/sample - loss: 0.4842 - accuracy: 0.7771
Epoch 1230/1500
700/700 [==============================] - 0s 63us/sample - loss: 0.4687 - accuracy: 0.7800
Epoch 1231/1500
700/700 [==============================] - 0s 43us/sample - loss: 0.4505 - accuracy: 0.7800
Epoch 1232/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4525 - accuracy: 0.7829
Epoch 1233/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4586 - accuracy: 0.7786
Epoch 1234/1500
700/700 [==============================] - 0s 40us/sample - loss: 0.4406 - accuracy: 0.7943
Epoch 1235/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4426 - accuracy: 0.7743
Epoch 1236/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4502 - accuracy: 0.7814
Epoch 1237/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4461 - accuracy: 0.7943
Epoch 1238/1500
700/700 [==============================] - 0s 37us/sample - loss: 0.4444 - accuracy: 0.7800
Epoch 1239/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4416 - accuracy: 0.7957
Epoch 1240/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.4500 - accuracy: 0.7857
Epoch 1241/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4464 - accuracy: 0.7786
Epoch 1242/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4430 - accuracy: 0.7843
Epoch 1243/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4556 - accuracy: 0.7857
Epoch 1244/1500
700/700 [==============================] - 0s 37us/sample - loss: 0.4768 - accuracy: 0.7786
Epoch 1245/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4395 - accuracy: 0.7929
Epoch 1246/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.4397 - accuracy: 0.7786
Epoch 1247/1500
700/700 [==============================] - 0s 31us/sample - loss: 0.4397 - accuracy: 0.7857
Epoch 1248/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4411 - accuracy: 0.7914
Epoch 1249/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4409 - accuracy: 0.7914
Epoch 1250/1500
700/700 [==============================] - 0s 38us/sample - loss: 0.4460 - accuracy: 0.7743
Epoch 1251/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4461 - accuracy: 0.7914
Epoch 1252/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.4632 - accuracy: 0.7771
Epoch 1253/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4526 - accuracy: 0.7729
Epoch 1254/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4517 - accuracy: 0.7800
Epoch 1255/1500
700/700 [==============================] - 0s 32us/sample - loss: 0.4399 - accuracy: 0.7786
Epoch 1256/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4423 - accuracy: 0.7929
Epoch 1257/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4413 - accuracy: 0.7871
Epoch 1258/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4647 - accuracy: 0.7700
Epoch 1259/1500
700/700 [==============================] - 0s 37us/sample - loss: 0.4754 - accuracy: 0.7671
Epoch 1260/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4441 - accuracy: 0.7871
Epoch 1261/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.4557 - accuracy: 0.7700
Epoch 1262/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.4491 - accuracy: 0.7914
Epoch 1263/1500
700/700 [==============================] - 0s 38us/sample - loss: 0.4492 - accuracy: 0.7786
Epoch 1264/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4531 - accuracy: 0.7871
Epoch 1265/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4451 - accuracy: 0.7871
Epoch 1266/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4426 - accuracy: 0.7929
Epoch 1267/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4522 - accuracy: 0.7786
Epoch 1268/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4415 - accuracy: 0.7771
Epoch 1269/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.4464 - accuracy: 0.7814
Epoch 1270/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.4429 - accuracy: 0.7843
Epoch 1271/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4440 - accuracy: 0.7929
Epoch 1272/1500
700/700 [==============================] - 0s 31us/sample - loss: 0.4410 - accuracy: 0.7843
Epoch 1273/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4418 - accuracy: 0.8057
Epoch 1274/1500
700/700 [==============================] - 0s 31us/sample - loss: 0.4459 - accuracy: 0.7929
Epoch 1275/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.4488 - accuracy: 0.7957
Epoch 1276/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4596 - accuracy: 0.7771
Epoch 1277/1500
700/700 [==============================] - 0s 37us/sample - loss: 0.4703 - accuracy: 0.7700
Epoch 1278/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4672 - accuracy: 0.7786
Epoch 1279/1500
700/700 [==============================] - 0s 41us/sample - loss: 0.4616 - accuracy: 0.7800
Epoch 1280/1500
700/700 [==============================] - 0s 37us/sample - loss: 0.4557 - accuracy: 0.7743
Epoch 1281/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4453 - accuracy: 0.7786
Epoch 1282/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4450 - accuracy: 0.7786
Epoch 1283/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4455 - accuracy: 0.7929
Epoch 1284/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4540 - accuracy: 0.7714
Epoch 1285/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4440 - accuracy: 0.7871
Epoch 1286/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4483 - accuracy: 0.7900
Epoch 1287/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4402 - accuracy: 0.7871
Epoch 1288/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4451 - accuracy: 0.7843
Epoch 1289/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.4433 - accuracy: 0.7871
Epoch 1290/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.4422 - accuracy: 0.7871
Epoch 1291/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4409 - accuracy: 0.7900
Epoch 1292/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.4410 - accuracy: 0.7886
Epoch 1293/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4403 - accuracy: 0.7829
Epoch 1294/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4378 - accuracy: 0.7886
Epoch 1295/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4580 - accuracy: 0.7829
Epoch 1296/1500
700/700 [==============================] - 0s 31us/sample - loss: 0.4513 - accuracy: 0.7771
Epoch 1297/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.4405 - accuracy: 0.7914
Epoch 1298/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4600 - accuracy: 0.7743
Epoch 1299/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4506 - accuracy: 0.7871
Epoch 1300/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4451 - accuracy: 0.7814
Epoch 1301/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.4708 - accuracy: 0.7786
Epoch 1302/1500
700/700 [==============================] - 0s 44us/sample - loss: 0.4637 - accuracy: 0.7686
Epoch 1303/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4504 - accuracy: 0.7714
Epoch 1304/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.4639 - accuracy: 0.7829
Epoch 1305/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4588 - accuracy: 0.7771
Epoch 1306/1500
700/700 [==============================] - 0s 37us/sample - loss: 0.4463 - accuracy: 0.7900
Epoch 1307/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4484 - accuracy: 0.7800
Epoch 1308/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.4478 - accuracy: 0.7786
Epoch 1309/1500
700/700 [==============================] - 0s 37us/sample - loss: 0.4511 - accuracy: 0.7829
Epoch 1310/1500
700/700 [==============================] - 0s 37us/sample - loss: 0.4754 - accuracy: 0.7729
Epoch 1311/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.4543 - accuracy: 0.7657
Epoch 1312/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4400 - accuracy: 0.7843
Epoch 1313/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.4441 - accuracy: 0.7943
Epoch 1314/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4494 - accuracy: 0.7800
Epoch 1315/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4581 - accuracy: 0.7900
Epoch 1316/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4553 - accuracy: 0.7800
Epoch 1317/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4396 - accuracy: 0.7786
Epoch 1318/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4388 - accuracy: 0.7900
Epoch 1319/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.4405 - accuracy: 0.7943
Epoch 1320/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4393 - accuracy: 0.7914
Epoch 1321/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4423 - accuracy: 0.7829
Epoch 1322/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4409 - accuracy: 0.7943
Epoch 1323/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4435 - accuracy: 0.7843
Epoch 1324/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4448 - accuracy: 0.7900
Epoch 1325/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4431 - accuracy: 0.7900
Epoch 1326/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4413 - accuracy: 0.7857
Epoch 1327/1500
700/700 [==============================] - 0s 35us/sample - loss: 0.4401 - accuracy: 0.7843
Epoch 1328/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.4397 - accuracy: 0.7857
Epoch 1329/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4417 - accuracy: 0.7900
Epoch 1330/1500
700/700 [==============================] - 0s 38us/sample - loss: 0.4681 - accuracy: 0.7657
Epoch 1331/1500
700/700 [==============================] - 0s 35us/sample - loss: 0.4500 - accuracy: 0.7914
Epoch 1332/1500
700/700 [==============================] - 0s 31us/sample - loss: 0.4443 - accuracy: 0.7914
Epoch 1333/1500
700/700 [==============================] - 0s 31us/sample - loss: 0.4428 - accuracy: 0.7871
Epoch 1334/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4472 - accuracy: 0.7843
Epoch 1335/1500
700/700 [==============================] - 0s 32us/sample - loss: 0.4488 - accuracy: 0.7829
Epoch 1336/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4376 - accuracy: 0.8029
Epoch 1337/1500
700/700 [==============================] - 0s 31us/sample - loss: 0.4555 - accuracy: 0.7786
Epoch 1338/1500
700/700 [==============================] - 0s 31us/sample - loss: 0.4443 - accuracy: 0.7843
Epoch 1339/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4436 - accuracy: 0.7943
Epoch 1340/1500
700/700 [==============================] - 0s 31us/sample - loss: 0.4541 - accuracy: 0.7843
Epoch 1341/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4429 - accuracy: 0.7800
Epoch 1342/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4433 - accuracy: 0.7857
Epoch 1343/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.4388 - accuracy: 0.7843
Epoch 1344/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.4444 - accuracy: 0.7857
Epoch 1345/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4414 - accuracy: 0.7843
Epoch 1346/1500
700/700 [==============================] - 0s 31us/sample - loss: 0.4434 - accuracy: 0.7786
Epoch 1347/1500
700/700 [==============================] - 0s 31us/sample - loss: 0.4527 - accuracy: 0.7771
Epoch 1348/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4464 - accuracy: 0.7829
Epoch 1349/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4476 - accuracy: 0.7957
Epoch 1350/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4486 - accuracy: 0.7771
Epoch 1351/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4407 - accuracy: 0.7971
Epoch 1352/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4476 - accuracy: 0.7786
Epoch 1353/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4405 - accuracy: 0.7900
Epoch 1354/1500
700/700 [==============================] - 0s 31us/sample - loss: 0.4414 - accuracy: 0.7929
Epoch 1355/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4402 - accuracy: 0.7857
Epoch 1356/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4397 - accuracy: 0.7843
Epoch 1357/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4625 - accuracy: 0.7771
Epoch 1358/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4398 - accuracy: 0.7886
Epoch 1359/1500
700/700 [==============================] - 0s 31us/sample - loss: 0.4764 - accuracy: 0.7886
Epoch 1360/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4519 - accuracy: 0.7786
Epoch 1361/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4431 - accuracy: 0.7843
Epoch 1362/1500
700/700 [==============================] - 0s 37us/sample - loss: 0.4516 - accuracy: 0.7814
Epoch 1363/1500
700/700 [==============================] - 0s 31us/sample - loss: 0.4625 - accuracy: 0.7843
Epoch 1364/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4726 - accuracy: 0.7971
Epoch 1365/1500
700/700 [==============================] - 0s 31us/sample - loss: 0.4557 - accuracy: 0.7843
Epoch 1366/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4611 - accuracy: 0.7571
Epoch 1367/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.4440 - accuracy: 0.7871
Epoch 1368/1500
700/700 [==============================] - 0s 41us/sample - loss: 0.4424 - accuracy: 0.7900
Epoch 1369/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4371 - accuracy: 0.7943
Epoch 1370/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4407 - accuracy: 0.7886
Epoch 1371/1500
700/700 [==============================] - 0s 31us/sample - loss: 0.4460 - accuracy: 0.7814
Epoch 1372/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4480 - accuracy: 0.7814
Epoch 1373/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4426 - accuracy: 0.7914
Epoch 1374/1500
700/700 [==============================] - 0s 31us/sample - loss: 0.4427 - accuracy: 0.7900
Epoch 1375/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4410 - accuracy: 0.7943
Epoch 1376/1500
700/700 [==============================] - 0s 31us/sample - loss: 0.4391 - accuracy: 0.7900
Epoch 1377/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4519 - accuracy: 0.7843
Epoch 1378/1500
700/700 [==============================] - 0s 31us/sample - loss: 0.4516 - accuracy: 0.7900
Epoch 1379/1500
700/700 [==============================] - 0s 30us/sample - loss: 0.4607 - accuracy: 0.7657
Epoch 1380/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4427 - accuracy: 0.7829
Epoch 1381/1500
700/700 [==============================] - 0s 31us/sample - loss: 0.4419 - accuracy: 0.7829
Epoch 1382/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4413 - accuracy: 0.7886
Epoch 1383/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4482 - accuracy: 0.7814
Epoch 1384/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.4436 - accuracy: 0.7757
Epoch 1385/1500
700/700 [==============================] - 0s 31us/sample - loss: 0.4413 - accuracy: 0.7800
Epoch 1386/1500
700/700 [==============================] - 0s 30us/sample - loss: 0.4410 - accuracy: 0.7857
Epoch 1387/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4391 - accuracy: 0.7900
Epoch 1388/1500
700/700 [==============================] - 0s 31us/sample - loss: 0.4418 - accuracy: 0.8000
Epoch 1389/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4404 - accuracy: 0.7943
Epoch 1390/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4466 - accuracy: 0.7829
Epoch 1391/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4597 - accuracy: 0.7671
Epoch 1392/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4603 - accuracy: 0.7814
Epoch 1393/1500
700/700 [==============================] - 0s 31us/sample - loss: 0.4597 - accuracy: 0.7786
Epoch 1394/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4566 - accuracy: 0.7857
Epoch 1395/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4436 - accuracy: 0.7771
Epoch 1396/1500
700/700 [==============================] - 0s 31us/sample - loss: 0.4573 - accuracy: 0.7857
Epoch 1397/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4396 - accuracy: 0.7886
Epoch 1398/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4431 - accuracy: 0.7843
Epoch 1399/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4398 - accuracy: 0.7943
Epoch 1400/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4417 - accuracy: 0.7786
Epoch 1401/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4431 - accuracy: 0.7871
Epoch 1402/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4411 - accuracy: 0.7843
Epoch 1403/1500
700/700 [==============================] - 0s 31us/sample - loss: 0.4453 - accuracy: 0.7829
Epoch 1404/1500
700/700 [==============================] - 0s 37us/sample - loss: 0.4523 - accuracy: 0.7814
Epoch 1405/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4482 - accuracy: 0.7843
Epoch 1406/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4532 - accuracy: 0.7929
Epoch 1407/1500
700/700 [==============================] - 0s 32us/sample - loss: 0.4646 - accuracy: 0.7629
Epoch 1408/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4551 - accuracy: 0.7786
Epoch 1409/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4701 - accuracy: 0.7743
Epoch 1410/1500
700/700 [==============================] - 0s 31us/sample - loss: 0.4530 - accuracy: 0.7800
Epoch 1411/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4427 - accuracy: 0.7829
Epoch 1412/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4477 - accuracy: 0.7829
Epoch 1413/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4548 - accuracy: 0.7843
Epoch 1414/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4452 - accuracy: 0.7971
Epoch 1415/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4467 - accuracy: 0.7886
Epoch 1416/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.4489 - accuracy: 0.7729
Epoch 1417/1500
700/700 [==============================] - 0s 31us/sample - loss: 0.4467 - accuracy: 0.7829
Epoch 1418/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4568 - accuracy: 0.7771
Epoch 1419/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4499 - accuracy: 0.7814
Epoch 1420/1500
700/700 [==============================] - 0s 31us/sample - loss: 0.4526 - accuracy: 0.7814
Epoch 1421/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4463 - accuracy: 0.7857
Epoch 1422/1500
700/700 [==============================] - 0s 31us/sample - loss: 0.4445 - accuracy: 0.7829
Epoch 1423/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4410 - accuracy: 0.7800
Epoch 1424/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4430 - accuracy: 0.7857
Epoch 1425/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4400 - accuracy: 0.7814
Epoch 1426/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4503 - accuracy: 0.7929
Epoch 1427/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4601 - accuracy: 0.7829
Epoch 1428/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4929 - accuracy: 0.7557
Epoch 1429/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4551 - accuracy: 0.7800
Epoch 1430/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4453 - accuracy: 0.7857
Epoch 1431/1500
700/700 [==============================] - 0s 30us/sample - loss: 0.4450 - accuracy: 0.7943
Epoch 1432/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4419 - accuracy: 0.7943
Epoch 1433/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4464 - accuracy: 0.7943
Epoch 1434/1500
700/700 [==============================] - 0s 31us/sample - loss: 0.4431 - accuracy: 0.7786
Epoch 1435/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4392 - accuracy: 0.7871
Epoch 1436/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.4512 - accuracy: 0.7857
Epoch 1437/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.4460 - accuracy: 0.7914
Epoch 1438/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4427 - accuracy: 0.7857
Epoch 1439/1500
700/700 [==============================] - 0s 31us/sample - loss: 0.4418 - accuracy: 0.7786
Epoch 1440/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4423 - accuracy: 0.7957
Epoch 1441/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4472 - accuracy: 0.7786
Epoch 1442/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4559 - accuracy: 0.7829
Epoch 1443/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4478 - accuracy: 0.7957
Epoch 1444/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4462 - accuracy: 0.7800
Epoch 1445/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4411 - accuracy: 0.7814
Epoch 1446/1500
700/700 [==============================] - 0s 37us/sample - loss: 0.4390 - accuracy: 0.7914
Epoch 1447/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.4419 - accuracy: 0.7886
Epoch 1448/1500
700/700 [==============================] - 0s 31us/sample - loss: 0.4436 - accuracy: 0.7886
Epoch 1449/1500
700/700 [==============================] - 0s 32us/sample - loss: 0.4443 - accuracy: 0.7771
Epoch 1450/1500
700/700 [==============================] - 0s 31us/sample - loss: 0.4517 - accuracy: 0.7857
Epoch 1451/1500
700/700 [==============================] - 0s 31us/sample - loss: 0.4421 - accuracy: 0.7886
Epoch 1452/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4389 - accuracy: 0.7886
Epoch 1453/1500
700/700 [==============================] - 0s 31us/sample - loss: 0.4435 - accuracy: 0.7743
Epoch 1454/1500
700/700 [==============================] - 0s 30us/sample - loss: 0.4395 - accuracy: 0.7857
Epoch 1455/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4447 - accuracy: 0.7857
Epoch 1456/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4450 - accuracy: 0.7843
Epoch 1457/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4472 - accuracy: 0.7900
Epoch 1458/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4648 - accuracy: 0.7643
Epoch 1459/1500
700/700 [==============================] - 0s 31us/sample - loss: 0.4407 - accuracy: 0.7986
Epoch 1460/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4500 - accuracy: 0.7800
Epoch 1461/1500
700/700 [==============================] - 0s 31us/sample - loss: 0.4373 - accuracy: 0.8000
Epoch 1462/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4427 - accuracy: 0.7829
Epoch 1463/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4400 - accuracy: 0.7957
Epoch 1464/1500
700/700 [==============================] - 0s 31us/sample - loss: 0.4448 - accuracy: 0.7757
Epoch 1465/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4384 - accuracy: 0.7943
Epoch 1466/1500
700/700 [==============================] - 0s 31us/sample - loss: 0.4453 - accuracy: 0.7871
Epoch 1467/1500
700/700 [==============================] - 0s 32us/sample - loss: 0.4517 - accuracy: 0.7929
Epoch 1468/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4596 - accuracy: 0.7714
Epoch 1469/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4525 - accuracy: 0.7871
Epoch 1470/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4424 - accuracy: 0.8043
Epoch 1471/1500
700/700 [==============================] - 0s 31us/sample - loss: 0.4412 - accuracy: 0.7943
Epoch 1472/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4445 - accuracy: 0.7900
Epoch 1473/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4450 - accuracy: 0.7829
Epoch 1474/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4466 - accuracy: 0.7914
Epoch 1475/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4404 - accuracy: 0.7914
Epoch 1476/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4475 - accuracy: 0.7800
Epoch 1477/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4388 - accuracy: 0.7871
Epoch 1478/1500
700/700 [==============================] - 0s 31us/sample - loss: 0.4587 - accuracy: 0.7700
Epoch 1479/1500
700/700 [==============================] - 0s 32us/sample - loss: 0.4414 - accuracy: 0.7943
Epoch 1480/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4372 - accuracy: 0.7971
Epoch 1481/1500
700/700 [==============================] - 0s 31us/sample - loss: 0.4437 - accuracy: 0.7929
Epoch 1482/1500
700/700 [==============================] - 0s 31us/sample - loss: 0.4530 - accuracy: 0.7743
Epoch 1483/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4528 - accuracy: 0.7829
Epoch 1484/1500
700/700 [==============================] - 0s 31us/sample - loss: 0.4762 - accuracy: 0.7757
Epoch 1485/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4467 - accuracy: 0.7914
Epoch 1486/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4399 - accuracy: 0.7886
Epoch 1487/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4392 - accuracy: 0.7914
Epoch 1488/1500
700/700 [==============================] - 0s 34us/sample - loss: 0.4443 - accuracy: 0.7814
Epoch 1489/1500
700/700 [==============================] - 0s 31us/sample - loss: 0.4370 - accuracy: 0.7843
Epoch 1490/1500
700/700 [==============================] - 0s 37us/sample - loss: 0.4400 - accuracy: 0.7957
Epoch 1491/1500
700/700 [==============================] - 0s 31us/sample - loss: 0.4431 - accuracy: 0.7900
Epoch 1492/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4652 - accuracy: 0.7771
Epoch 1493/1500
700/700 [==============================] - 0s 31us/sample - loss: 0.4690 - accuracy: 0.7771
Epoch 1494/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4575 - accuracy: 0.7786
Epoch 1495/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4422 - accuracy: 0.7900
Epoch 1496/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4426 - accuracy: 0.7829
Epoch 1497/1500
700/700 [==============================] - 0s 54us/sample - loss: 0.4422 - accuracy: 0.7857
Epoch 1498/1500
700/700 [==============================] - 0s 36us/sample - loss: 0.4415 - accuracy: 0.7843
Epoch 1499/1500
700/700 [==============================] - 0s 33us/sample - loss: 0.4391 - accuracy: 0.7886
Epoch 1500/1500
700/700 [==============================] - 0s 31us/sample - loss: 0.4396 - accuracy: 0.7843
6. 학습과정 그래프로 확인히스토리 객체 생성 - 매 에포크 마다의 훈련 손실값 (loss)
- 매 에포크 마다의 훈련 정확도 (acc)
- 에포크 마다의 검증 손실값 (val_loss)
- 에포크 마다의 검증 정확도 (val_acc)
7. 모델 평가하기시험셋으로 학습한 모델을 평가해봅니다. 68/68 [==============================] - 0s 851us/sample - loss: 0.5505 - accuracy: 0.7500
accuracy: 75.00%
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