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@@ -52,13 +52,14 @@
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{
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"cell_type": "markdown",
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"source": [
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- "# 데이터 전처리\r\n",
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- "## 훈련 데이터 선별 \r\n",
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- "1. 측정값에 대한 컬럼명 생성 및 확인\r\n",
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- "2. 설비의 동작여부를 나타내는 컬럼명 생성 및 선별 확인\r\n",
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- "## 라벨 생성\r\n",
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- "1. 데이터의 이상 유무를 판단할 수 있는 라벨은 따로 없음\r\n",
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- "1. 설비의 동작여부를 조합하여 설비의 동작시간에는 정상치 라벨을 / 동작하지 않는시간에는 비정상 라벨을 부여\r\n",
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+ "# 데이터 전처리\n",
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+ "## 훈련 데이터 선별 \n",
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+ "1. 측정값에 대한 컬럼명 생성 및 확인\n",
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+ "2. 설비의 동작여부를 나타내는 컬럼명 생성 및 선별 확인\n",
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+ "\n",
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+ "## 라벨 생성\n",
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+ "1. 데이터의 이상 유무를 판단할 수 있는 라벨은 따로 없음\n",
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+ "1. 설비의 동작여부를 조합하여 설비의 동작시간에는 정상치 라벨을 / 동작하지 않는시간에는 비정상 라벨을 부여\n",
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"1. 데이터 프레임을 Numpy array 로 변경"
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],
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"metadata": {}
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@@ -287,7 +288,7 @@
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},
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{
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"cell_type": "code",
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- "execution_count": 12,
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+ "execution_count": null,
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"source": [
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"class CustomCallback(tf.keras.callbacks.Callback):\n",
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" def on_test_begin(self, logs=None):\n",
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@@ -329,314 +330,7 @@
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" validation_data=(normal_test_data, normal_test_data),\n",
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" shuffle=True)"
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],
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- "outputs": [
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- {
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- "output_type": "stream",
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- "name": "stdout",
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- "text": [
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- "Epoch 1/150\n",
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- "212/212 [==============================] - 0s 1ms/step - loss: 0.0373 - val_loss: 0.0374\n",
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- "Epoch 2/150\n",
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- "212/212 [==============================] - 0s 1ms/step - loss: 0.0373 - val_loss: 0.0373\n",
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- "Epoch 3/150\n",
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- "212/212 [==============================] - 0s 1ms/step - loss: 0.0372 - val_loss: 0.0373\n",
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- "Epoch 4/150\n",
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- "212/212 [==============================] - 0s 1ms/step - loss: 0.0372 - val_loss: 0.0373\n",
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- "Epoch 5/150\n",
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- "212/212 [==============================] - 0s 1ms/step - loss: 0.0372 - val_loss: 0.0373\n",
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- "Epoch 6/150\n",
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- "212/212 [==============================] - 0s 1ms/step - loss: 0.0371 - val_loss: 0.0372\n",
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- "Epoch 7/150\n",
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- "212/212 [==============================] - 0s 1ms/step - loss: 0.0371 - val_loss: 0.0373\n",
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- "Epoch 8/150\n",
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- "212/212 [==============================] - 0s 1ms/step - loss: 0.0371 - val_loss: 0.0371\n",
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- "Epoch 9/150\n",
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- "212/212 [==============================] - 0s 1ms/step - loss: 0.0370 - val_loss: 0.0372\n",
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- "Epoch 10/150\n",
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- "212/212 [==============================] - 0s 1ms/step - loss: 0.0370 - val_loss: 0.0373\n",
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- "Epoch 11/150\n",
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- "212/212 [==============================] - 0s 1ms/step - loss: 0.0369 - val_loss: 0.0371\n",
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- "Epoch 12/150\n",
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- "212/212 [==============================] - 0s 1ms/step - loss: 0.0369 - val_loss: 0.0371\n",
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- "Epoch 13/150\n",
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- "212/212 [==============================] - 0s 1ms/step - loss: 0.0369 - val_loss: 0.0370\n",
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- "Epoch 14/150\n",
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- "212/212 [==============================] - 0s 1ms/step - loss: 0.0368 - val_loss: 0.0371\n",
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- "Epoch 15/150\n",
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- "212/212 [==============================] - 0s 1ms/step - loss: 0.0368 - val_loss: 0.0371\n",
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- "Epoch 16/150\n",
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- "212/212 [==============================] - 0s 1ms/step - loss: 0.0368 - val_loss: 0.0370\n",
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- "Epoch 17/150\n",
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- "212/212 [==============================] - 0s 1ms/step - loss: 0.0367 - val_loss: 0.0368\n",
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- "Epoch 18/150\n",
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- "212/212 [==============================] - 0s 1ms/step - loss: 0.0366 - val_loss: 0.0369\n",
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- "Epoch 19/150\n",
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- "212/212 [==============================] - 0s 1ms/step - loss: 0.0366 - val_loss: 0.0368\n",
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- "Epoch 20/150\n",
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- "212/212 [==============================] - 0s 2ms/step - loss: 0.0365 - val_loss: 0.0370\n",
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- "Epoch 21/150\n",
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- "212/212 [==============================] - 0s 2ms/step - loss: 0.0365 - val_loss: 0.0365\n",
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- "Epoch 22/150\n",
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- "212/212 [==============================] - 0s 1ms/step - loss: 0.0364 - val_loss: 0.0366\n",
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- "Epoch 23/150\n",
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- "212/212 [==============================] - 0s 1ms/step - loss: 0.0364 - val_loss: 0.0366\n",
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- "Epoch 24/150\n",
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- "212/212 [==============================] - 0s 1ms/step - loss: 0.0363 - val_loss: 0.0368\n",
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- "Epoch 25/150\n",
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- "212/212 [==============================] - 0s 1ms/step - loss: 0.0363 - val_loss: 0.0364\n",
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- "Epoch 26/150\n",
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- "212/212 [==============================] - 0s 1ms/step - loss: 0.0363 - val_loss: 0.0365\n",
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- "Epoch 27/150\n",
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- "212/212 [==============================] - 0s 2ms/step - loss: 0.0361 - val_loss: 0.0363\n",
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- "Epoch 28/150\n",
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- "212/212 [==============================] - 0s 2ms/step - loss: 0.0361 - val_loss: 0.0363\n",
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- "Epoch 29/150\n",
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- "212/212 [==============================] - 0s 1ms/step - loss: 0.0360 - val_loss: 0.0365\n",
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- "Epoch 30/150\n",
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- "212/212 [==============================] - 0s 2ms/step - loss: 0.0359 - val_loss: 0.0361\n",
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- "Epoch 31/150\n",
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- "212/212 [==============================] - 0s 2ms/step - loss: 0.0358 - val_loss: 0.0361\n",
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- "Epoch 32/150\n",
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- "212/212 [==============================] - 0s 1ms/step - loss: 0.0358 - val_loss: 0.0358\n",
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- "Epoch 33/150\n",
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- "212/212 [==============================] - 0s 1ms/step - loss: 0.0357 - val_loss: 0.0359\n",
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- "Epoch 34/150\n",
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- "212/212 [==============================] - 0s 1ms/step - loss: 0.0356 - val_loss: 0.0357\n",
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- "Epoch 35/150\n",
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- "212/212 [==============================] - 0s 1ms/step - loss: 0.0355 - val_loss: 0.0356\n",
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- "Epoch 36/150\n",
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- "212/212 [==============================] - 0s 1ms/step - loss: 0.0354 - val_loss: 0.0360\n",
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- "Epoch 37/150\n",
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- "212/212 [==============================] - 0s 1ms/step - loss: 0.0353 - val_loss: 0.0355\n",
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- "Epoch 38/150\n",
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- "212/212 [==============================] - 0s 1ms/step - loss: 0.0352 - val_loss: 0.0353\n",
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- "Epoch 39/150\n",
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- "212/212 [==============================] - 0s 2ms/step - loss: 0.0351 - val_loss: 0.0353\n",
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- "Epoch 40/150\n",
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- "212/212 [==============================] - 0s 2ms/step - loss: 0.0350 - val_loss: 0.0351\n",
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- "Epoch 41/150\n",
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- "212/212 [==============================] - 0s 2ms/step - loss: 0.0349 - val_loss: 0.0351\n",
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- "Epoch 42/150\n",
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- "212/212 [==============================] - 0s 1ms/step - loss: 0.0348 - val_loss: 0.0350\n",
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- "Epoch 43/150\n",
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- "212/212 [==============================] - 0s 1ms/step - loss: 0.0347 - val_loss: 0.0350\n",
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- "Epoch 44/150\n",
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- "212/212 [==============================] - 0s 1ms/step - loss: 0.0347 - val_loss: 0.0348\n",
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- "Epoch 45/150\n",
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- "212/212 [==============================] - 0s 2ms/step - loss: 0.0345 - val_loss: 0.0345\n",
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- "Epoch 46/150\n",
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- "212/212 [==============================] - 0s 1ms/step - loss: 0.0344 - val_loss: 0.0346\n",
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- "Epoch 47/150\n",
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- "212/212 [==============================] - 0s 1ms/step - loss: 0.0344 - val_loss: 0.0344\n",
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- "Epoch 48/150\n",
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- "212/212 [==============================] - 0s 1ms/step - loss: 0.0342 - val_loss: 0.0341\n",
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- "Epoch 49/150\n",
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- "212/212 [==============================] - 0s 2ms/step - loss: 0.0340 - val_loss: 0.0339\n",
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- "Epoch 50/150\n",
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- "212/212 [==============================] - 0s 2ms/step - loss: 0.0337 - val_loss: 0.0338\n",
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- "Epoch 51/150\n",
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- "212/212 [==============================] - 0s 2ms/step - loss: 0.0335 - val_loss: 0.0335\n",
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- "Epoch 52/150\n",
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- "212/212 [==============================] - 0s 2ms/step - loss: 0.0332 - val_loss: 0.0332\n",
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- "Epoch 53/150\n",
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- "212/212 [==============================] - 0s 2ms/step - loss: 0.0330 - val_loss: 0.0329\n",
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- "Epoch 54/150\n",
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- "212/212 [==============================] - 0s 2ms/step - loss: 0.0325 - val_loss: 0.0321\n",
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- "Epoch 55/150\n",
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- "212/212 [==============================] - 0s 2ms/step - loss: 0.0317 - val_loss: 0.0316\n",
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- "Epoch 56/150\n",
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- "212/212 [==============================] - 0s 2ms/step - loss: 0.0311 - val_loss: 0.0310\n",
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- "Epoch 57/150\n",
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- "212/212 [==============================] - 0s 2ms/step - loss: 0.0308 - val_loss: 0.0308\n",
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- "Epoch 58/150\n",
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- "212/212 [==============================] - 0s 2ms/step - loss: 0.0306 - val_loss: 0.0307\n",
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- "Epoch 59/150\n",
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- "212/212 [==============================] - 0s 2ms/step - loss: 0.0305 - val_loss: 0.0307\n",
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- "Epoch 60/150\n",
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- "212/212 [==============================] - 0s 2ms/step - loss: 0.0303 - val_loss: 0.0306\n",
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- "Epoch 61/150\n",
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- "212/212 [==============================] - 0s 2ms/step - loss: 0.0303 - val_loss: 0.0305\n",
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- "Epoch 62/150\n",
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- "212/212 [==============================] - 0s 2ms/step - loss: 0.0302 - val_loss: 0.0304\n",
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- "Epoch 63/150\n",
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- "212/212 [==============================] - 0s 2ms/step - loss: 0.0301 - val_loss: 0.0304\n",
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- "Epoch 64/150\n",
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- "212/212 [==============================] - 0s 2ms/step - loss: 0.0300 - val_loss: 0.0301\n",
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- "Epoch 65/150\n",
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- "212/212 [==============================] - 0s 2ms/step - loss: 0.0300 - val_loss: 0.0300\n",
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- "Epoch 66/150\n",
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- "212/212 [==============================] - 0s 2ms/step - loss: 0.0299 - val_loss: 0.0301\n",
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- "Epoch 67/150\n",
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- "212/212 [==============================] - 0s 2ms/step - loss: 0.0298 - val_loss: 0.0299\n",
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- "Epoch 68/150\n",
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- "212/212 [==============================] - 0s 2ms/step - loss: 0.0298 - val_loss: 0.0299\n",
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- "Epoch 69/150\n",
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- "212/212 [==============================] - 0s 2ms/step - loss: 0.0297 - val_loss: 0.0301\n",
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- "Epoch 70/150\n",
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- "212/212 [==============================] - 0s 2ms/step - loss: 0.0297 - val_loss: 0.0299\n",
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- "Epoch 71/150\n",
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- "212/212 [==============================] - 0s 2ms/step - loss: 0.0296 - val_loss: 0.0297\n",
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- "Epoch 72/150\n",
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- "212/212 [==============================] - 0s 1ms/step - loss: 0.0296 - val_loss: 0.0299\n",
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- "Epoch 73/150\n",
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- "212/212 [==============================] - 0s 2ms/step - loss: 0.0296 - val_loss: 0.0297\n",
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- "Epoch 74/150\n",
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- "212/212 [==============================] - 0s 2ms/step - loss: 0.0295 - val_loss: 0.0295\n",
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- "Epoch 75/150\n",
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- "212/212 [==============================] - 0s 2ms/step - loss: 0.0295 - val_loss: 0.0296\n",
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- "Epoch 76/150\n",
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- "212/212 [==============================] - 0s 2ms/step - loss: 0.0294 - val_loss: 0.0295\n",
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- "Epoch 77/150\n",
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- "212/212 [==============================] - 0s 2ms/step - loss: 0.0294 - val_loss: 0.0295\n",
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- "Epoch 78/150\n",
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- "212/212 [==============================] - 0s 2ms/step - loss: 0.0294 - val_loss: 0.0294\n",
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- "Epoch 79/150\n",
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- "212/212 [==============================] - 0s 2ms/step - loss: 0.0293 - val_loss: 0.0294\n",
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- "Epoch 80/150\n",
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- "212/212 [==============================] - 0s 2ms/step - loss: 0.0293 - val_loss: 0.0294\n",
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- "Epoch 81/150\n",
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- "212/212 [==============================] - 0s 2ms/step - loss: 0.0292 - val_loss: 0.0294\n",
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- "Epoch 82/150\n",
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- "212/212 [==============================] - 0s 2ms/step - loss: 0.0291 - val_loss: 0.0297\n",
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- "Epoch 83/150\n",
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- "212/212 [==============================] - 0s 2ms/step - loss: 0.0291 - val_loss: 0.0292\n",
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- "Epoch 84/150\n",
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- "212/212 [==============================] - 0s 2ms/step - loss: 0.0291 - val_loss: 0.0293\n",
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- "Epoch 85/150\n",
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- "212/212 [==============================] - 0s 2ms/step - loss: 0.0290 - val_loss: 0.0289\n",
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- "Epoch 86/150\n",
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- "212/212 [==============================] - 0s 2ms/step - loss: 0.0290 - val_loss: 0.0291\n",
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- "Epoch 87/150\n",
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- "212/212 [==============================] - 0s 2ms/step - loss: 0.0289 - val_loss: 0.0292\n",
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- "Epoch 88/150\n",
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- "212/212 [==============================] - 0s 2ms/step - loss: 0.0288 - val_loss: 0.0291\n",
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- "Epoch 89/150\n",
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- "212/212 [==============================] - 0s 2ms/step - loss: 0.0288 - val_loss: 0.0290\n",
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- "Epoch 90/150\n",
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- "212/212 [==============================] - 0s 2ms/step - loss: 0.0287 - val_loss: 0.0287\n",
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- "Epoch 91/150\n",
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- "212/212 [==============================] - 0s 2ms/step - loss: 0.0287 - val_loss: 0.0289\n",
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- "Epoch 92/150\n",
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- "212/212 [==============================] - 0s 2ms/step - loss: 0.0286 - val_loss: 0.0288\n",
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- "Epoch 93/150\n",
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- "212/212 [==============================] - 0s 2ms/step - loss: 0.0286 - val_loss: 0.0288\n",
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- "Epoch 94/150\n",
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- "212/212 [==============================] - 0s 2ms/step - loss: 0.0286 - val_loss: 0.0286\n",
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- "Epoch 95/150\n",
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- "212/212 [==============================] - 0s 2ms/step - loss: 0.0285 - val_loss: 0.0287\n",
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- "Epoch 96/150\n",
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- "212/212 [==============================] - 0s 2ms/step - loss: 0.0285 - val_loss: 0.0286\n",
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- "Epoch 97/150\n",
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- "212/212 [==============================] - 0s 2ms/step - loss: 0.0284 - val_loss: 0.0285\n",
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- "Epoch 98/150\n",
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- "212/212 [==============================] - 0s 2ms/step - loss: 0.0284 - val_loss: 0.0287\n",
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- "Epoch 99/150\n",
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- "212/212 [==============================] - 0s 2ms/step - loss: 0.0283 - val_loss: 0.0284\n",
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- "Epoch 100/150\n",
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- "212/212 [==============================] - 0s 2ms/step - loss: 0.0283 - val_loss: 0.0284\n",
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- "Epoch 101/150\n",
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- "212/212 [==============================] - 0s 2ms/step - loss: 0.0282 - val_loss: 0.0284\n",
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- "Epoch 102/150\n",
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- "212/212 [==============================] - 0s 2ms/step - loss: 0.0282 - val_loss: 0.0283\n",
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- "Epoch 103/150\n",
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- "212/212 [==============================] - 0s 2ms/step - loss: 0.0282 - val_loss: 0.0284\n",
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- "Epoch 104/150\n",
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- "212/212 [==============================] - 0s 2ms/step - loss: 0.0281 - val_loss: 0.0282\n",
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- "Epoch 105/150\n",
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- "212/212 [==============================] - 0s 2ms/step - loss: 0.0281 - val_loss: 0.0284\n",
|
|
|
- "Epoch 106/150\n",
|
|
|
- "212/212 [==============================] - 0s 2ms/step - loss: 0.0281 - val_loss: 0.0283\n",
|
|
|
- "Epoch 107/150\n",
|
|
|
- "212/212 [==============================] - 0s 2ms/step - loss: 0.0281 - val_loss: 0.0284\n",
|
|
|
- "Epoch 108/150\n",
|
|
|
- "212/212 [==============================] - 0s 2ms/step - loss: 0.0280 - val_loss: 0.0285\n",
|
|
|
- "Epoch 109/150\n",
|
|
|
- "212/212 [==============================] - 0s 2ms/step - loss: 0.0280 - val_loss: 0.0280\n",
|
|
|
- "Epoch 110/150\n",
|
|
|
- "212/212 [==============================] - 0s 2ms/step - loss: 0.0280 - val_loss: 0.0280\n",
|
|
|
- "Epoch 111/150\n",
|
|
|
- "212/212 [==============================] - 0s 2ms/step - loss: 0.0280 - val_loss: 0.0281\n",
|
|
|
- "Epoch 112/150\n",
|
|
|
- "212/212 [==============================] - 0s 2ms/step - loss: 0.0280 - val_loss: 0.0281\n",
|
|
|
- "Epoch 113/150\n",
|
|
|
- "212/212 [==============================] - 0s 2ms/step - loss: 0.0279 - val_loss: 0.0280\n",
|
|
|
- "Epoch 114/150\n",
|
|
|
- "212/212 [==============================] - 0s 2ms/step - loss: 0.0279 - val_loss: 0.0281\n",
|
|
|
- "Epoch 115/150\n",
|
|
|
- "212/212 [==============================] - 0s 2ms/step - loss: 0.0279 - val_loss: 0.0279\n",
|
|
|
- "Epoch 116/150\n",
|
|
|
- "212/212 [==============================] - 0s 2ms/step - loss: 0.0278 - val_loss: 0.0278\n",
|
|
|
- "Epoch 117/150\n",
|
|
|
- "212/212 [==============================] - 0s 2ms/step - loss: 0.0278 - val_loss: 0.0281\n",
|
|
|
- "Epoch 118/150\n",
|
|
|
- "212/212 [==============================] - 0s 2ms/step - loss: 0.0278 - val_loss: 0.0279\n",
|
|
|
- "Epoch 119/150\n",
|
|
|
- "212/212 [==============================] - 0s 2ms/step - loss: 0.0278 - val_loss: 0.0279\n",
|
|
|
- "Epoch 120/150\n",
|
|
|
- "212/212 [==============================] - 0s 2ms/step - loss: 0.0278 - val_loss: 0.0281\n",
|
|
|
- "Epoch 121/150\n",
|
|
|
- "212/212 [==============================] - 0s 2ms/step - loss: 0.0277 - val_loss: 0.0276\n",
|
|
|
- "Epoch 122/150\n",
|
|
|
- "212/212 [==============================] - 0s 2ms/step - loss: 0.0277 - val_loss: 0.0278\n",
|
|
|
- "Epoch 123/150\n",
|
|
|
- "212/212 [==============================] - 0s 2ms/step - loss: 0.0277 - val_loss: 0.0279\n",
|
|
|
- "Epoch 124/150\n",
|
|
|
- "212/212 [==============================] - 0s 2ms/step - loss: 0.0277 - val_loss: 0.0277\n",
|
|
|
- "Epoch 125/150\n",
|
|
|
- "212/212 [==============================] - 0s 2ms/step - loss: 0.0277 - val_loss: 0.0277\n",
|
|
|
- "Epoch 126/150\n",
|
|
|
- "212/212 [==============================] - 0s 2ms/step - loss: 0.0276 - val_loss: 0.0277\n",
|
|
|
- "Epoch 127/150\n",
|
|
|
- "212/212 [==============================] - 0s 2ms/step - loss: 0.0276 - val_loss: 0.0277\n",
|
|
|
- "Epoch 128/150\n",
|
|
|
- "212/212 [==============================] - 0s 2ms/step - loss: 0.0276 - val_loss: 0.0277\n",
|
|
|
- "Epoch 129/150\n",
|
|
|
- "212/212 [==============================] - 0s 2ms/step - loss: 0.0276 - val_loss: 0.0277\n",
|
|
|
- "Epoch 130/150\n",
|
|
|
- "212/212 [==============================] - 0s 2ms/step - loss: 0.0276 - val_loss: 0.0276\n",
|
|
|
- "Epoch 131/150\n",
|
|
|
- "212/212 [==============================] - 0s 2ms/step - loss: 0.0276 - val_loss: 0.0276\n",
|
|
|
- "Epoch 132/150\n",
|
|
|
- "212/212 [==============================] - 0s 2ms/step - loss: 0.0275 - val_loss: 0.0275\n",
|
|
|
- "Epoch 133/150\n",
|
|
|
- "212/212 [==============================] - 0s 2ms/step - loss: 0.0275 - val_loss: 0.0277\n",
|
|
|
- "Epoch 134/150\n",
|
|
|
- "212/212 [==============================] - 0s 2ms/step - loss: 0.0274 - val_loss: 0.0275\n",
|
|
|
- "Epoch 135/150\n",
|
|
|
- "212/212 [==============================] - 0s 2ms/step - loss: 0.0273 - val_loss: 0.0274\n",
|
|
|
- "Epoch 136/150\n",
|
|
|
- "212/212 [==============================] - 0s 2ms/step - loss: 0.0273 - val_loss: 0.0274\n",
|
|
|
- "Epoch 137/150\n",
|
|
|
- "212/212 [==============================] - 0s 2ms/step - loss: 0.0273 - val_loss: 0.0272\n",
|
|
|
- "Epoch 138/150\n",
|
|
|
- "212/212 [==============================] - 0s 2ms/step - loss: 0.0272 - val_loss: 0.0274\n",
|
|
|
- "Epoch 139/150\n",
|
|
|
- "212/212 [==============================] - 0s 2ms/step - loss: 0.0272 - val_loss: 0.0272\n",
|
|
|
- "Epoch 140/150\n",
|
|
|
- "212/212 [==============================] - 0s 2ms/step - loss: 0.0272 - val_loss: 0.0272\n",
|
|
|
- "Epoch 141/150\n",
|
|
|
- "212/212 [==============================] - 0s 2ms/step - loss: 0.0271 - val_loss: 0.0271\n",
|
|
|
- "Epoch 142/150\n",
|
|
|
- "212/212 [==============================] - 0s 2ms/step - loss: 0.0271 - val_loss: 0.0271\n",
|
|
|
- "Epoch 143/150\n",
|
|
|
- "212/212 [==============================] - 0s 2ms/step - loss: 0.0271 - val_loss: 0.0271\n",
|
|
|
- "Epoch 144/150\n",
|
|
|
- "212/212 [==============================] - 0s 2ms/step - loss: 0.0270 - val_loss: 0.0273\n",
|
|
|
- "Epoch 145/150\n",
|
|
|
- "212/212 [==============================] - 0s 2ms/step - loss: 0.0269 - val_loss: 0.0272\n",
|
|
|
- "Epoch 146/150\n",
|
|
|
- "212/212 [==============================] - 0s 2ms/step - loss: 0.0269 - val_loss: 0.0271\n",
|
|
|
- "Epoch 147/150\n",
|
|
|
- "212/212 [==============================] - 0s 2ms/step - loss: 0.0268 - val_loss: 0.0270\n",
|
|
|
- "Epoch 148/150\n",
|
|
|
- "212/212 [==============================] - 0s 2ms/step - loss: 0.0267 - val_loss: 0.0268\n",
|
|
|
- "Epoch 149/150\n",
|
|
|
- "212/212 [==============================] - 0s 2ms/step - loss: 0.0267 - val_loss: 0.0269\n",
|
|
|
- "Epoch 150/150\n",
|
|
|
- "212/212 [==============================] - 0s 2ms/step - loss: 0.0266 - val_loss: 0.0267\n"
|
|
|
- ]
|
|
|
- }
|
|
|
- ],
|
|
|
+ "outputs": [],
|
|
|
"metadata": {}
|
|
|
},
|
|
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{
|