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hhl60492/ensemble_classifier.ipynb

Last active November 13, 2017 17:02
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ensemble_classifier.ipynb
{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"collapsed": true
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"Using TensorFlow backend.\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Begin training...\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Train on 142 samples, validate on 36 samples\nEpoch 1/200\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\r 10/142 [=>............................] - ETA: 10s - loss: 0.8403"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r142/142 [==============================] - 0s - loss: 0.6479 - val_loss: 0.5738"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 2/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 0.4925"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r142/142 [==============================] - 0s - loss: 0.5522 - val_loss: 0.4829"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 3/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 0.4506"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r142/142 [==============================] - 0s - loss: 0.4653 - val_loss: 0.3834"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 4/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 0.4025"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\r142/142 [==============================] - 0s - loss: 0.3852 - val_loss: 0.3302"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 5/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 0.4601"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r142/142 [==============================] - 0s - loss: 0.3300 - val_loss: 0.2871"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 6/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 0.2729"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r142/142 [==============================] - 0s - loss: 0.2878 - val_loss: 0.2204"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 7/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 0.2967"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\r142/142 [==============================] - 0s - loss: 0.2595 - val_loss: 0.1944"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 8/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 0.1992"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r142/142 [==============================] - 0s - loss: 0.2019 - val_loss: 0.1654"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 9/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 0.2946"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r142/142 [==============================] - 0s - loss: 0.1839 - val_loss: 0.1291"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 10/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 0.1253"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r130/142 [==========================>...] - ETA: 0s - loss: 0.1782"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r142/142 [==============================] - 0s - loss: 0.1751 - val_loss: 0.1178"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 11/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 0.1112"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\r142/142 [==============================] - 0s - loss: 0.1619 - val_loss: 0.1057"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 12/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 0.1759"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r142/142 [==============================] - 0s - loss: 0.1287 - val_loss: 0.0869"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 13/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 0.0685"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r142/142 [==============================] - 0s - loss: 0.1267 - val_loss: 0.0831"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 14/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 0.0872"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r142/142 [==============================] - 0s - loss: 0.1154 - val_loss: 0.0868"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 15/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 0.1489"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r142/142 [==============================] - 0s - loss: 0.1111 - val_loss: 0.0624"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 16/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 0.0675"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r142/142 [==============================] - 0s - loss: 0.1056 - val_loss: 0.0574"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 17/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 0.0172"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r142/142 [==============================] - 0s - loss: 0.0976 - val_loss: 0.0498"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 18/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 0.1400"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r142/142 [==============================] - 0s - loss: 0.0847 - val_loss: 0.0478"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 19/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 0.0395"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\r142/142 [==============================] - 0s - loss: 0.0845 - val_loss: 0.0448"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 20/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 0.0716"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r142/142 [==============================] - 0s - loss: 0.0806 - val_loss: 0.0381"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 21/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 0.0664"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r142/142 [==============================] - 0s - loss: 0.0801 - val_loss: 0.0338"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 22/200\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\r 10/142 [=>............................] - ETA: 0s - loss: 0.0483"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\r142/142 [==============================] - 0s - loss: 0.0691 - val_loss: 0.0377"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 23/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 0.0563"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r142/142 [==============================] - 0s - loss: 0.0627 - val_loss: 0.0293"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 24/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 0.1140"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r142/142 [==============================] - 0s - loss: 0.0652 - val_loss: 0.0255"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 25/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 0.1544"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r142/142 [==============================] - 0s - loss: 0.0636 - val_loss: 0.0242"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 26/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 0.0483"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r142/142 [==============================] - 0s - loss: 0.0586 - val_loss: 0.0219"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 27/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 0.0145"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\r142/142 [==============================] - 0s - loss: 0.0541 - val_loss: 0.0212"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 28/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 0.0455"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r142/142 [==============================] - 0s - loss: 0.0621 - val_loss: 0.0189"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 29/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 0.0735"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r142/142 [==============================] - 0s - loss: 0.0519 - val_loss: 0.0177"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 30/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 0.0270"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r142/142 [==============================] - 0s - loss: 0.0504 - val_loss: 0.0157"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 31/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 0.0442"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r142/142 [==============================] - 0s - loss: 0.0406 - val_loss: 0.0163"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 32/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 0.0119"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r142/142 [==============================] - 0s - loss: 0.0387 - val_loss: 0.0173"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 33/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 0.0216"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r142/142 [==============================] - 0s - loss: 0.0488 - val_loss: 0.0133"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 34/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 0.1552"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\r142/142 [==============================] - 0s - loss: 0.0444 - val_loss: 0.0128"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 35/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 0.0069"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\r142/142 [==============================] - 0s - loss: 0.0451 - val_loss: 0.0108"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 36/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 0.0321"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r142/142 [==============================] - 0s - loss: 0.0408 - val_loss: 0.0129"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 37/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 0.0512"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r142/142 [==============================] - 0s - loss: 0.0435 - val_loss: 0.0113"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 38/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 0.0903"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r142/142 [==============================] - 0s - loss: 0.0326 - val_loss: 0.0092"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 39/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 0.0897"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r142/142 [==============================] - 0s - loss: 0.0375 - val_loss: 0.0089"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 40/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 0.0145"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r142/142 [==============================] - 0s - loss: 0.0327 - val_loss: 0.0090"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 41/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 0.0377"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r142/142 [==============================] - 0s - loss: 0.0335 - val_loss: 0.0075"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 42/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 0.0054"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r142/142 [==============================] - 0s - loss: 0.0281 - val_loss: 0.0081"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 43/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 0.0117"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r142/142 [==============================] - 0s - loss: 0.0350 - val_loss: 0.0074"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 44/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 0.0196"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\r142/142 [==============================] - 0s - loss: 0.0256 - val_loss: 0.0062"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 45/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 0.0514"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\r142/142 [==============================] - 0s - loss: 0.0271 - val_loss: 0.0088"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 46/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 0.0082"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\r142/142 [==============================] - 0s - loss: 0.0352 - val_loss: 0.0053"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 47/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 0.0942"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r142/142 [==============================] - 0s - loss: 0.0288 - val_loss: 0.0047"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 48/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 0.0027"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r142/142 [==============================] - 0s - loss: 0.0231 - val_loss: 0.0050"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 49/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 0.0030"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r142/142 [==============================] - 0s - loss: 0.0281 - val_loss: 0.0041"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 50/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 0.0021"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r142/142 [==============================] - 0s - loss: 0.0274 - val_loss: 0.0045"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 51/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 0.0081"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r142/142 [==============================] - 0s - loss: 0.0342 - val_loss: 0.0036"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 52/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 0.0298"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r142/142 [==============================] - 0s - loss: 0.0215 - val_loss: 0.0037"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 53/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 0.0056"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r142/142 [==============================] - 0s - loss: 0.0240 - val_loss: 0.0040"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 54/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 0.0365"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r142/142 [==============================] - 0s - loss: 0.0247 - val_loss: 0.0031"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 55/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 0.0023"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r142/142 [==============================] - 0s - loss: 0.0188 - val_loss: 0.0030"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 56/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 0.0254"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r142/142 [==============================] - 0s - loss: 0.0190 - val_loss: 0.0032"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 57/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 0.0295"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r142/142 [==============================] - 0s - loss: 0.0191 - val_loss: 0.0030"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 58/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 0.0189"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r142/142 [==============================] - 0s - loss: 0.0200 - val_loss: 0.0026"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 59/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 0.0098"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r142/142 [==============================] - 0s - loss: 0.0221 - val_loss: 0.0031"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 60/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 0.0196"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r142/142 [==============================] - 0s - loss: 0.0281 - val_loss: 0.0019"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 61/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 0.0078"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r142/142 [==============================] - 0s - loss: 0.0165 - val_loss: 0.0022"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 62/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 0.0170"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r142/142 [==============================] - 0s - loss: 0.0176 - val_loss: 0.0018"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 63/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 0.0013"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r142/142 [==============================] - 0s - loss: 0.0178 - val_loss: 0.0019"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 64/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 0.0026"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r142/142 [==============================] - 0s - loss: 0.0150 - val_loss: 0.0017"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 65/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 0.0688"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r142/142 [==============================] - 0s - loss: 0.0137 - val_loss: 0.0016"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 66/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 0.0113"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r142/142 [==============================] - 0s - loss: 0.0128 - val_loss: 0.0016"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 67/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 0.0119"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r142/142 [==============================] - 0s - loss: 0.0116 - val_loss: 0.0016"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 68/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 0.0129"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r142/142 [==============================] - 0s - loss: 0.0170 - val_loss: 0.0013"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 69/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 0.0031"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\r142/142 [==============================] - 0s - loss: 0.0167 - val_loss: 0.0012"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 70/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 0.1239"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r142/142 [==============================] - 0s - loss: 0.0167 - val_loss: 0.0013"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 71/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 0.0315"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r142/142 [==============================] - 0s - loss: 0.0119 - val_loss: 0.0028"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 72/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 0.0087"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r142/142 [==============================] - 0s - loss: 0.0159 - val_loss: 0.0011"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 73/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 0.0057"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r142/142 [==============================] - 0s - loss: 0.0105 - val_loss: 0.0033"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 74/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 0.0197"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\r142/142 [==============================] - 0s - loss: 0.0101 - val_loss: 0.0020"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 75/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 0.0020"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\r142/142 [==============================] - 0s - loss: 0.0083 - val_loss: 8.9859e-04"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 76/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 0.0039"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r142/142 [==============================] - 0s - loss: 0.0089 - val_loss: 0.0013"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 77/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 0.0011"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r142/142 [==============================] - 0s - loss: 0.0089 - val_loss: 8.7583e-04"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 78/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 0.0071"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r142/142 [==============================] - 0s - loss: 0.0141 - val_loss: 0.0020"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 79/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 0.0031"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r142/142 [==============================] - 0s - loss: 0.0095 - val_loss: 0.0012"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 80/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 0.0043"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r142/142 [==============================] - 0s - loss: 0.0103 - val_loss: 0.0013"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 81/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 0.0482"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r142/142 [==============================] - 0s - loss: 0.0120 - val_loss: 0.0020"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 82/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 0.0527"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r142/142 [==============================] - 0s - loss: 0.0105 - val_loss: 8.3955e-04"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 83/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 0.0039"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r142/142 [==============================] - 0s - loss: 0.0115 - val_loss: 0.0012"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 84/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 0.0018"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r142/142 [==============================] - 0s - loss: 0.0092 - val_loss: 0.0015"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 85/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 0.0021"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\r142/142 [==============================] - 0s - loss: 0.0083 - val_loss: 5.2641e-04"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 86/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 0.0057"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\r142/142 [==============================] - 0s - loss: 0.0064 - val_loss: 4.4534e-04"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 87/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 0.0122"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\r142/142 [==============================] - 0s - loss: 0.0090 - val_loss: 8.1426e-04"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 88/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 0.0023"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\r142/142 [==============================] - 0s - loss: 0.0072 - val_loss: 5.0413e-04"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 89/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 0.0029"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r142/142 [==============================] - 0s - loss: 0.0075 - val_loss: 5.9245e-04"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 90/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 0.0030"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r142/142 [==============================] - 0s - loss: 0.0052 - val_loss: 3.9314e-04"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 91/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 0.0147"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r142/142 [==============================] - 0s - loss: 0.0044 - val_loss: 0.0020"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 92/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 0.0124"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r142/142 [==============================] - 0s - loss: 0.0067 - val_loss: 8.1850e-04"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 93/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 0.0159"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r142/142 [==============================] - 0s - loss: 0.0060 - val_loss: 3.4589e-04"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 94/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 0.0014"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r142/142 [==============================] - 0s - loss: 0.0046 - val_loss: 6.1121e-04"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 95/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 0.0013"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\r142/142 [==============================] - 0s - loss: 0.0092 - val_loss: 7.2869e-04"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 96/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 0.0020"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r142/142 [==============================] - 0s - loss: 0.0040 - val_loss: 6.2818e-04"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 97/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 6.3036e-04"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r142/142 [==============================] - 0s - loss: 0.0024 - val_loss: 2.5466e-04"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 98/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 3.0556e-04"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\r142/142 [==============================] - 0s - loss: 0.0036 - val_loss: 2.8317e-04"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 99/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 7.9291e-05"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\r142/142 [==============================] - 0s - loss: 0.0055 - val_loss: 2.6219e-04"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 100/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 3.0800e-04"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r142/142 [==============================] - 0s - loss: 0.0046 - val_loss: 2.5305e-04"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 101/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 3.8121e-04"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r142/142 [==============================] - 0s - loss: 0.0053 - val_loss: 3.4964e-04"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 102/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 0.0013"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\r142/142 [==============================] - 0s - loss: 0.0041 - val_loss: 1.6094e-04"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 103/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 0.0021"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r142/142 [==============================] - 0s - loss: 0.0043 - val_loss: 9.0171e-04"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 104/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 1.3832e-06"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\r142/142 [==============================] - 0s - loss: 0.0029 - val_loss: 3.2389e-04"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 105/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 0.0012"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\r142/142 [==============================] - 0s - loss: 0.0037 - val_loss: 6.1921e-04"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 106/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 0.0013"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r142/142 [==============================] - 0s - loss: 0.0043 - val_loss: 0.0019"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 107/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 0.0134"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\r142/142 [==============================] - 0s - loss: 0.0079 - val_loss: 4.2552e-04"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 108/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 0.0121"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\r142/142 [==============================] - 0s - loss: 0.0036 - val_loss: 1.9581e-04"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 109/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 0.0034"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\r142/142 [==============================] - 0s - loss: 0.0062 - val_loss: 2.6419e-04"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 110/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 1.5339e-04"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\r142/142 [==============================] - 0s - loss: 0.0026 - val_loss: 7.6760e-04"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 111/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 6.3323e-04"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r142/142 [==============================] - 0s - loss: 0.0050 - val_loss: 8.8582e-04"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 112/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 2.5200e-04"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r142/142 [==============================] - 0s - loss: 0.0016 - val_loss: 2.4778e-04"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 113/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 1.1240e-04"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\r142/142 [==============================] - 0s - loss: 0.0025 - val_loss: 6.2229e-04"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 114/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 1.7607e-04"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r142/142 [==============================] - 0s - loss: 0.0056 - val_loss: 3.9068e-04"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 115/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 0.0067"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r142/142 [==============================] - 0s - loss: 0.0051 - val_loss: 8.8614e-05"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 116/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 3.9035e-06"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\r142/142 [==============================] - 0s - loss: 0.0021 - val_loss: 1.6602e-04"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 117/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 2.2430e-05"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\r142/142 [==============================] - 0s - loss: 0.0017 - val_loss: 8.6138e-04"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 118/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 0.0260"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r142/142 [==============================] - 0s - loss: 0.0039 - val_loss: 1.8732e-04"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 119/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 5.0416e-05"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r142/142 [==============================] - 0s - loss: 0.0013 - val_loss: 3.7171e-04"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 120/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 0.0011"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r142/142 [==============================] - 0s - loss: 0.0109 - val_loss: 3.3222e-04"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 121/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 6.3459e-04"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r142/142 [==============================] - 0s - loss: 0.0029 - val_loss: 2.2843e-04"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 122/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 0.0044"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r142/142 [==============================] - 0s - loss: 0.0040 - val_loss: 1.3509e-04"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 123/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 0.0015"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r142/142 [==============================] - 0s - loss: 0.0036 - val_loss: 9.8844e-05"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 124/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 1.3503e-05"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r142/142 [==============================] - 0s - loss: 0.0019 - val_loss: 5.7510e-04"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 125/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 0.0044"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\r142/142 [==============================] - 0s - loss: 0.0028 - val_loss: 6.8247e-04"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 126/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 3.6568e-04"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\r142/142 [==============================] - 0s - loss: 0.0014 - val_loss: 5.3776e-05"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 127/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 6.9251e-04"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r142/142 [==============================] - 0s - loss: 0.0012 - val_loss: 5.6171e-05"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 128/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 5.9466e-04"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\r142/142 [==============================] - 0s - loss: 0.0036 - val_loss: 1.9497e-04"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 129/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 0.0016"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\r142/142 [==============================] - 0s - loss: 8.1361e-04 - val_loss: 1.7533e-04"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 130/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 9.4154e-04"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\r142/142 [==============================] - 0s - loss: 0.0014 - val_loss: 6.7430e-05"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 131/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 0.0053"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\r142/142 [==============================] - 0s - loss: 0.0036 - val_loss: 1.2502e-04"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 132/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 0.0173"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\r142/142 [==============================] - 0s - loss: 0.0025 - val_loss: 3.9209e-05"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 133/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 3.9497e-05"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r142/142 [==============================] - 0s - loss: 0.0022 - val_loss: 1.4661e-04"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 134/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 0.0025"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\r142/142 [==============================] - 0s - loss: 0.0011 - val_loss: 4.1198e-05"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 135/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 0.0126"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r142/142 [==============================] - 0s - loss: 0.0029 - val_loss: 8.0904e-05"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 136/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 0.0022"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r142/142 [==============================] - 0s - loss: 7.2675e-04 - val_loss: 7.6667e-05"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 137/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 2.3835e-04"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\r142/142 [==============================] - 0s - loss: 0.0026 - val_loss: 3.3101e-05"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 138/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 3.0259e-07"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\r142/142 [==============================] - 0s - loss: 0.0021 - val_loss: 7.8053e-05"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 139/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 0.0013"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r142/142 [==============================] - 0s - loss: 0.0015 - val_loss: 8.1277e-05"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 140/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 6.4076e-04"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r142/142 [==============================] - 0s - loss: 0.0011 - val_loss: 2.1563e-05"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 141/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 1.7723e-06"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r142/142 [==============================] - 0s - loss: 0.0062 - val_loss: 2.1175e-04"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 142/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 1.5529e-04"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r142/142 [==============================] - 0s - loss: 9.1614e-04 - val_loss: 5.8175e-05"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 143/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 5.5735e-04"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\r142/142 [==============================] - 0s - loss: 8.6057e-04 - val_loss: 8.0995e-05"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 144/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 4.2934e-06"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\r142/142 [==============================] - 0s - loss: 0.0011 - val_loss: 6.6534e-05"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 145/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 5.2414e-04"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r142/142 [==============================] - 0s - loss: 8.9991e-04 - val_loss: 5.7680e-04"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 146/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 4.1531e-04"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r142/142 [==============================] - 0s - loss: 0.0013 - val_loss: 0.0010"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 147/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 0.0115"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r142/142 [==============================] - 0s - loss: 0.0016 - val_loss: 1.4712e-05"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 148/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 0.0068"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r142/142 [==============================] - 0s - loss: 0.0010 - val_loss: 3.3218e-05"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 149/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 6.0896e-04"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r142/142 [==============================] - 0s - loss: 5.5768e-04 - val_loss: 8.5575e-05"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 150/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 1.2446e-05"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\r142/142 [==============================] - 0s - loss: 0.0016 - val_loss: 2.5934e-05"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 151/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 4.9190e-05"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\r142/142 [==============================] - 0s - loss: 0.0061 - val_loss: 1.0306e-04"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 152/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 1.3867e-04"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\r142/142 [==============================] - 0s - loss: 7.0943e-04 - val_loss: 9.0219e-05"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 153/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 4.8379e-04"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r142/142 [==============================] - 0s - loss: 0.0022 - val_loss: 3.5174e-04"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 154/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 5.3172e-04"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\r142/142 [==============================] - 0s - loss: 9.1689e-04 - val_loss: 9.4203e-05"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 155/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 0.0013"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r142/142 [==============================] - 0s - loss: 6.3283e-04 - val_loss: 6.9443e-05"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 156/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 3.8890e-05"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r142/142 [==============================] - 0s - loss: 5.0714e-04 - val_loss: 3.2576e-05"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 157/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 2.6353e-05"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r142/142 [==============================] - 0s - loss: 9.3820e-04 - val_loss: 1.1648e-04"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 158/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 8.4465e-06"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r142/142 [==============================] - 0s - loss: 0.0011 - val_loss: 5.3858e-05"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 159/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 1.0750e-04"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r142/142 [==============================] - 0s - loss: 0.0021 - val_loss: 3.8926e-05"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 160/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 2.5373e-04"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r142/142 [==============================] - 0s - loss: 4.9805e-04 - val_loss: 4.0019e-05"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 161/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 1.0136e-04"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\r142/142 [==============================] - 0s - loss: 7.1153e-04 - val_loss: 1.8965e-05"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 162/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 0.0019"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\r142/142 [==============================] - 0s - loss: 0.0013 - val_loss: 3.6254e-05"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 163/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 1.0203e-05"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\r142/142 [==============================] - 0s - loss: 0.0017 - val_loss: 7.3678e-05"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 164/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 1.1715e-06"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r142/142 [==============================] - 0s - loss: 9.9423e-04 - val_loss: 2.0592e-05"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 165/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 3.9768e-04"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r142/142 [==============================] - 0s - loss: 0.0047 - val_loss: 9.0776e-05"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 166/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 2.4414e-05"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\r142/142 [==============================] - 0s - loss: 2.9430e-04 - val_loss: 5.1544e-05"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 167/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 4.1541e-04"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\r142/142 [==============================] - 0s - loss: 0.0018 - val_loss: 1.3582e-05"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 168/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 0.0010"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\r142/142 [==============================] - 0s - loss: 3.4840e-04 - val_loss: 8.3122e-05"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 169/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 3.1655e-05"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\r142/142 [==============================] - 0s - loss: 7.6380e-04 - val_loss: 1.2756e-05"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 170/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 1.8764e-04"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r142/142 [==============================] - 0s - loss: 2.5814e-04 - val_loss: 7.3836e-05"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 171/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 3.5965e-04"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\r142/142 [==============================] - 0s - loss: 9.8047e-04 - val_loss: 1.7181e-05"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 172/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 3.8032e-04"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r142/142 [==============================] - 0s - loss: 5.4517e-04 - val_loss: 2.8240e-04"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 173/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 2.5076e-06"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r142/142 [==============================] - 0s - loss: 4.3379e-04 - val_loss: 7.7631e-06"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 174/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 3.0141e-04"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\r142/142 [==============================] - 0s - loss: 0.0024 - val_loss: 2.7349e-05"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 175/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 2.1583e-05"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\r142/142 [==============================] - 0s - loss: 2.8090e-04 - val_loss: 7.6670e-06"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 176/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 3.2778e-05"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r142/142 [==============================] - 0s - loss: 4.4066e-04 - val_loss: 9.7467e-06"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 177/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 0.0017"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r142/142 [==============================] - 0s - loss: 2.7034e-04 - val_loss: 3.0422e-05"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 178/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 2.5899e-04"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r142/142 [==============================] - 0s - loss: 5.0507e-04 - val_loss: 4.7220e-05"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 179/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 0.0064"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r142/142 [==============================] - 0s - loss: 0.0013 - val_loss: 1.7650e-05"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 180/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 6.0072e-06"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r142/142 [==============================] - 0s - loss: 4.6437e-04 - val_loss: 1.7520e-05"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 181/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 1.3802e-04"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\r142/142 [==============================] - 0s - loss: 2.7308e-04 - val_loss: 7.5049e-05"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 182/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 1.3270e-04"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\r142/142 [==============================] - 0s - loss: 4.0243e-04 - val_loss: 6.8094e-05"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 183/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 6.9125e-04"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\r142/142 [==============================] - 0s - loss: 0.0014 - val_loss: 2.2938e-05"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 184/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 1.9122e-04"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r142/142 [==============================] - 0s - loss: 2.9628e-04 - val_loss: 4.3266e-05"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 185/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 8.6482e-05"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\r142/142 [==============================] - 0s - loss: 2.2339e-04 - val_loss: 2.6283e-05"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 186/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 2.1887e-04"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r142/142 [==============================] - 0s - loss: 8.1292e-04 - val_loss: 7.8285e-05"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 187/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 8.7946e-05"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r142/142 [==============================] - 0s - loss: 2.3860e-04 - val_loss: 2.7657e-05"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 188/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 3.5996e-06"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\r142/142 [==============================] - 0s - loss: 8.4026e-04 - val_loss: 3.0717e-05"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 189/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 7.2117e-07"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\r142/142 [==============================] - 0s - loss: 1.1440e-04 - val_loss: 2.6299e-04"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 190/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 2.8890e-04"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r142/142 [==============================] - 0s - loss: 2.8462e-04 - val_loss: 1.5568e-04"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 191/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 3.3638e-07"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\r142/142 [==============================] - 0s - loss: 1.9226e-04 - val_loss: 3.8202e-06"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 192/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 1.3352e-04"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\r142/142 [==============================] - 0s - loss: 1.1685e-04 - val_loss: 3.5049e-05"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 193/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 2.9028e-05"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r142/142 [==============================] - 0s - loss: 7.4013e-04 - val_loss: 4.1798e-05"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 194/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 1.1898e-05"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r142/142 [==============================] - 0s - loss: 1.3960e-04 - val_loss: 2.0798e-05"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 195/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 1.8397e-07"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r142/142 [==============================] - 0s - loss: 1.9021e-04 - val_loss: 2.2688e-05"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 196/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 1.6267e-04"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r142/142 [==============================] - 0s - loss: 3.3395e-04 - val_loss: 1.0489e-05"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 197/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 1.7403e-04"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r142/142 [==============================] - 0s - loss: 0.0013 - val_loss: 1.7271e-06"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 198/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 1.1523e-07"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r140/142 [============================>.] - ETA: 0s - loss: 7.1708e-04"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r142/142 [==============================] - 0s - loss: 7.0704e-04 - val_loss: 3.4162e-05"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 199/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 1.0640e-07"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r142/142 [==============================] - 0s - loss: 1.2206e-04 - val_loss: 1.1648e-05"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 200/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 2.9604e-04"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r142/142 [==============================] - 0s - loss: 1.2667e-04 - val_loss: 2.1855e-05"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n"
]
},
{
"data": {
"text/plain": [
"<keras.callbacks.History at 0x1c7f0aca828>"
]
},
"execution_count": 1,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"import numpy as np\n",
"from sklearn.datasets import load_wine\n",
"from sklearn.preprocessing import MinMaxScaler, OneHotEncoder\n",
"from keras.layers import Dense, Input, concatenate, Dropout\n",
"from keras.models import Model\n",
"from keras.optimizers import rmsprop\n",
"\n",
"dataset = load_wine()\n",
"\n",
"ensemble_num = 10 # number of sub-networks\n",
"bootstrap_size = 0.8 # 80% size of original (training) dataset\n",
"training_size = 0.8 # 80% for training, 20% for test\n",
"\n",
"num_hidden_neurons = 10 # number of neurons in hidden layer\n",
"dropout = 0.25 # percentage of weights dropped out before softmax output (this prevents overfitting)\n",
"\n",
"epochs = 200 # number of epochs (complete training episodes over the training set) to run\n",
"batch = 10 # mini batch size for better convergence\n",
"\n",
"# get the holdout training and test set\n",
"temp = []\n",
"scaler = MinMaxScaler()\n",
"one_hot = OneHotEncoder() # one hot encode the target classes\n",
"dataset['data'] = scaler.fit_transform(dataset['data'])\n",
"dataset['target'] = one_hot.fit_transform(np.reshape(dataset['target'], (-1,1)) ).toarray()\n",
"for i in range(len(dataset.data)):\n",
" temp.append([dataset['data'][i], np.array(dataset['target'][i])])\n",
"\n",
"# shuffle the row of data and targets\n",
"temp = np.array(temp)\n",
"np.random.shuffle(temp)\n",
"# holdout training and test stop index\n",
"stop = int(training_size*len(dataset.data))\n",
"\n",
"train_X = np.array([x for x in temp[:stop,0]])\n",
"train_Y = np.array([x for x in temp[:stop,1]])\n",
"test_X = np.array([x for x in temp[stop:,0]])\n",
"test_Y = np.array([x for x in temp[stop:,1]])\n",
"\n",
"# now build the ensemble neural network\n",
"# first, let's build the individual sub-networks, each\n",
"# as a Keras functional model.\n",
"sub_net_outputs = []\n",
"sub_net_inputs = []\n",
"for i in range(ensemble_num):\n",
" # two hidden layers to keep it simple\n",
" # specify input shape to the shape of the training set\n",
" net_input = Input(shape = (train_X.shape[1],))\n",
" sub_net_inputs.append(net_input)\n",
" y = Dense(num_hidden_neurons)(net_input)\n",
" y = Dense(num_hidden_neurons)(y)\n",
" y = Dropout(dropout)(y)\n",
" sub_net_outputs.append(y) # sub_nets contains the output tensors\n",
"\n",
"# now concatenate the output tensors\n",
"y = concatenate(sub_net_outputs)\n",
"\n",
"# final softmax output layer\n",
"y = Dense(train_Y[0].shape[0], activation='softmax')(y)\n",
"\n",
"# now build the whole funtional model\n",
"model = Model(inputs=sub_net_inputs, outputs=y)\n",
"model.compile(optimizer='rmsprop', loss='binary_crossentropy')\n",
"\n",
"print(\"Begin training...\")\n",
"\n",
"# train the model\n",
"model.fit( [train_X] * ensemble_num, train_Y,validation_data=[ [test_X] * ensemble_num, test_Y],\n",
" epochs=epochs, batch_size=batch)"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Training complete...\nPrediction: [[ 0. 1. 0.]] | True: [ 0. 1. 0.]\nPrediction: [[ 0. 1. 0.]] | True: [ 0. 1. 0.]\nPrediction: [[ 0. 0. 1.]] | True: [ 0. 0. 1.]\nPrediction: [[ 0. 0. 1.]] | True: [ 0. 0. 1.]\nPrediction: [[ 1. 0. 0.]] | True: [ 1. 0. 0.]\nPrediction: [[ 1. 0. 0.]] | True: [ 1. 0. 0.]\nPrediction: [[ 0. 0. 1.]] | True: [ 0. 0. 1.]\nPrediction: [[ 0. 1. 0.]] | True: [ 0. 1. 0.]\nPrediction: [[ 0. 1. 0.]] | True: [ 0. 1. 0.]\nPrediction: [[ 0. 1. 0.]] | True: [ 0. 1. 0.]\nPrediction: [[ 0. 1. 0.]] | True: [ 0. 1. 0.]\nPrediction: [[ 1. 0. 0.]] | True: [ 1. 0. 0.]\nPrediction: [[ 0. 1. 0.]] | True: [ 0. 1. 0.]\nPrediction: [[ 1. 0. 0.]] | True: [ 1. 0. 0.]\nPrediction: [[ 0. 0. 1.]] | True: [ 0. 0. 1.]\nPrediction: [[ 1. 0. 0.]] | True: [ 1. 0. 0.]\nPrediction: [[ 0. 0. 1.]] | True: [ 0. 0. 1.]\nPrediction: [[ 0. 1. 0.]] | True: [ 0. 1. 0.]\nPrediction: [[ 0. 0. 1.]] | True: [ 0. 0. 1.]\nPrediction: [[ 0. 0. 1.]] | True: [ 0. 0. 1.]\nPrediction: [[ 1. 0. 0.]] | True: [ 1. 0. 0.]\nPrediction: [[ 0. 1. 0.]] | True: [ 0. 1. 0.]\nPrediction: [[ 1. 0. 0.]] | True: [ 1. 0. 0.]\nPrediction: [[ 1. 0. 0.]] | True: [ 1. 0. 0.]\nPrediction: [[ 0. 1. 0.]] | True: [ 0. 1. 0.]\nPrediction: [[ 1. 0. 0.]] | True: [ 1. 0. 0.]\nPrediction: [[ 0. 1. 0.]] | True: [ 0. 1. 0.]\nPrediction: [[ 0. 1. 0.]] | True: [ 0. 1. 0.]\nPrediction: [[ 0. 0. 1.]] | True: [ 0. 0. 1.]\nPrediction: [[ 0. 0. 1.]] | True: [ 0. 0. 1.]\nPrediction: [[ 0. 0. 1.]] | True: [ 0. 0. 1.]\nPrediction: [[ 0. 0. 1.]] | True: [ 0. 0. 1.]\nPrediction: [[ 0. 0. 1.]] | True: [ 0. 0. 1.]\nPrediction: [[ 0. 1. 0.]] | True: [ 0. 1. 0.]\nPrediction: [[ 1. 0. 0.]] | True: [ 1. 0. 0.]\nPrediction: [[ 0. 0. 1.]] | True: [ 0. 0. 1.]\n"
]
}
],
"source": [
"print(\"Training complete...\")\n",
"np.set_printoptions(precision=2,suppress=True)\n",
"for i in range(len(test_X)):\n",
" print(\"Prediction: \" + str(model.predict([test_X[i].reshape(1,test_X[i].shape[0])] * ensemble_num)) + \" | True: \" + str(test_Y[i]))"
]
}
],
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