Skip to content

Instantly share code, notes, and snippets.

@hhl60492

hhl60492/main.ipynb

Created November 14, 2017 18:36
Show Gist options
  • Save hhl60492/b1036c3cde37573690d30cfccb2328cf to your computer and use it in GitHub Desktop.
Save hhl60492/b1036c3cde37573690d30cfccb2328cf to your computer and use it in GitHub Desktop.
Download ZIP
Display the source blob
Display the rendered blob
Raw
main.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: 11s - loss: 1.0918"
]
},
{
"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: 1.2639 - val_loss: 0.9777"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 2/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 1.1062"
]
},
{
"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: 1.0023 - val_loss: 0.8191"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 3/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 0.8411"
]
},
{
"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\r120/142 [========================>.....] - ETA: 0s - loss: 0.7725"
]
},
{
"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: 0.7580 - val_loss: 0.6661"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 4/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 0.7410"
]
},
{
"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\r120/142 [========================>.....] - ETA: 0s - loss: 0.6562"
]
},
{
"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: 0.6359 - val_loss: 0.5535"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 5/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 0.6173"
]
},
{
"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\r110/142 [======================>.......] - ETA: 0s - loss: 0.5756"
]
},
{
"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: 0.5533 - val_loss: 0.4836"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 6/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 0.4257"
]
},
{
"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\r120/142 [========================>.....] - ETA: 0s - loss: 0.4529"
]
},
{
"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: 0.4388 - val_loss: 0.4176"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 7/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 0.3498"
]
},
{
"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\r120/142 [========================>.....] - ETA: 0s - loss: 0.3760"
]
},
{
"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: 0.3697 - val_loss: 0.3526"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 8/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 0.2292"
]
},
{
"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\r110/142 [======================>.......] - ETA: 0s - loss: 0.3392"
]
},
{
"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: 0.3315 - val_loss: 0.3002"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 9/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 0.2700"
]
},
{
"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\r110/142 [======================>.......] - ETA: 0s - loss: 0.2770"
]
},
{
"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: 0.2763 - val_loss: 0.2710"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 10/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 0.1455"
]
},
{
"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\r120/142 [========================>.....] - ETA: 0s - loss: 0.2576"
]
},
{
"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: 0.2453 - val_loss: 0.2417"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 11/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 0.3471"
]
},
{
"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\r120/142 [========================>.....] - ETA: 0s - loss: 0.2172"
]
},
{
"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: 0.2260 - val_loss: 0.2598"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 12/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 0.1685"
]
},
{
"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\r140/142 [============================>.] - ETA: 0s - loss: 0.1946"
]
},
{
"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: 0.1936 - val_loss: 0.1944"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 13/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 0.1637"
]
},
{
"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": [
"\r110/142 [======================>.......] - ETA: 0s - loss: 0.1957"
]
},
{
"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: 0.1860 - val_loss: 0.1998"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 14/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 0.2950"
]
},
{
"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: 0.1461 - val_loss: 0.1617"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 15/200\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\r130/142 [==========================>...] - ETA: 0s - loss: 0.1529"
]
},
{
"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: 0.1544 - val_loss: 0.1795"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 16/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 0.1336"
]
},
{
"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: 0.1296 - val_loss: 0.1413"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 17/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 0.1045"
]
},
{
"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: 0.1295 - val_loss: 0.1426"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 18/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 0.1185"
]
},
{
"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: 0.0989 - val_loss: 0.1281"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 19/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 0.0250"
]
},
{
"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: 0.1128 - val_loss: 0.1735"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 20/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 0.0358"
]
},
{
"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: 0.1035 - val_loss: 0.1105"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 21/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 0.1892"
]
},
{
"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: 0.1006 - val_loss: 0.1145"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 22/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 0.1396"
]
},
{
"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: 0.0940 - val_loss: 0.1156"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 23/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 0.0498"
]
},
{
"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: 0.0735 - val_loss: 0.1078"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 24/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 0.0355"
]
},
{
"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: 0.0685 - val_loss: 0.1099"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 25/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 0.0622"
]
},
{
"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: 0.0850 - val_loss: 0.1055"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 26/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 0.0885"
]
},
{
"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: 0.0683 - val_loss: 0.1144"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 27/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 0.0691"
]
},
{
"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: 0.0642 - val_loss: 0.1003"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 28/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 0.0233"
]
},
{
"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: 0.0680 - val_loss: 0.0795"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 29/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 0.0181"
]
},
{
"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: 0.0921"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 30/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 0.0311"
]
},
{
"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: 0.0566 - val_loss: 0.0669"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 31/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 0.0222"
]
},
{
"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: 0.0520 - val_loss: 0.1085"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 32/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 0.0248"
]
},
{
"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: 0.0484 - val_loss: 0.1429"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 33/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 0.0083"
]
},
{
"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: 0.0532 - val_loss: 0.0741"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 34/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 0.0655"
]
},
{
"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\r140/142 [============================>.] - ETA: 0s - loss: 0.0446"
]
},
{
"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: 0.0440 - val_loss: 0.0610"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 35/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 0.0576"
]
},
{
"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: 0.0423"
]
},
{
"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: 0.0467 - val_loss: 0.0787"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 36/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 0.0208"
]
},
{
"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: 0.0413 - val_loss: 0.0805"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 37/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 0.0089"
]
},
{
"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: 0.0439 - val_loss: 0.1362"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 38/200\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\r 10/142 [=>............................] - ETA: 0s - loss: 0.0278"
]
},
{
"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: 0.0567 - val_loss: 0.0580"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 39/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 0.0428"
]
},
{
"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: 0.0354 - val_loss: 0.0602"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 40/200\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: 0.0344 - val_loss: 0.1200"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 41/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 0.0262"
]
},
{
"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: 0.0465"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 42/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 0.0446"
]
},
{
"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: 0.0482 - val_loss: 0.0505"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 43/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 0.0457"
]
},
{
"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: 0.0428 - val_loss: 0.1038"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 44/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 0.0138"
]
},
{
"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: 0.0360 - val_loss: 0.0618"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 45/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 0.0302"
]
},
{
"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: 0.0332 - val_loss: 0.1045"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 46/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 0.0583"
]
},
{
"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: 0.0302 - val_loss: 0.1006"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 47/200\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"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\r142/142 [==============================] - 0s - loss: 0.0331 - val_loss: 0.0840"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 48/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 0.0086"
]
},
{
"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: 0.0331 - val_loss: 0.0687"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 49/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 0.0219"
]
},
{
"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: 0.0331 - val_loss: 0.0892"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 50/200\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: 0.0318 - val_loss: 0.0952"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 51/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 0.0257"
]
},
{
"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: 0.0214 - val_loss: 0.0860"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 52/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 0.0265"
]
},
{
"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: 0.0207 - val_loss: 0.0601"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 53/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 3.2414e-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: 0.0188 - val_loss: 0.0465"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 54/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 0.0080"
]
},
{
"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: 0.0296 - val_loss: 0.0494"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 55/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 0.2455"
]
},
{
"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: 0.0309 - val_loss: 0.0511"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 56/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 0.0156"
]
},
{
"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: 0.1213"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 57/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 0.0162"
]
},
{
"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: 0.0195 - val_loss: 0.0320"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 58/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 0.0234"
]
},
{
"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: 0.0316 - val_loss: 0.0614"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 59/200\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\r142/142 [==============================] - 0s - loss: 0.0212 - val_loss: 0.0579"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 60/200\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: 0.0172 - val_loss: 0.0768"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 61/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 3.5435e-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: 0.0207 - val_loss: 0.0546"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 62/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 1.9606e-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: 0.0231 - val_loss: 0.0723"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 63/200\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: 0.0184 - val_loss: 0.0624"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 64/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 0.0356"
]
},
{
"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: 0.0168 - val_loss: 0.0860"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 65/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 0.0307"
]
},
{
"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: 0.0162 - val_loss: 0.0573"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 66/200\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: 0.0130 - val_loss: 0.0236"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 67/200\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\r142/142 [==============================] - 0s - loss: 0.0201 - val_loss: 0.0453"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 68/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 0.0050"
]
},
{
"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: 0.0156 - val_loss: 0.0375"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 69/200\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: 0.0111 - val_loss: 0.0543"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 70/200\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: 0.0122 - val_loss: 0.0284"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 71/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 0.0092"
]
},
{
"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: 0.0124 - val_loss: 0.0637"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 72/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 0.0137"
]
},
{
"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: 0.0173 - val_loss: 0.0505"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 73/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 3.1653e-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: 0.0181 - val_loss: 0.0522"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 74/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 0.0042"
]
},
{
"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: 0.0145 - val_loss: 0.0442"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 75/200\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: 0.0098 - val_loss: 0.0357"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 76/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 2.8984e-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: 0.0084 - val_loss: 0.0290"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 77/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 0.0293"
]
},
{
"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: 0.0166 - val_loss: 0.0513"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 78/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 7.0151e-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: 0.0069 - val_loss: 0.0576"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 79/200\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\r142/142 [==============================] - 0s - loss: 0.0058 - val_loss: 0.0383"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 80/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 0.0133"
]
},
{
"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: 0.0099 - val_loss: 0.0443"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 81/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 2.8036e-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: 0.0073 - val_loss: 0.0774"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 82/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 0.0032"
]
},
{
"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: 0.0427"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 83/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 2.4974e-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: 0.0063 - val_loss: 0.0514"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 84/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 0.0282"
]
},
{
"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: 0.0061 - val_loss: 0.0288"
]
},
{
"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\r142/142 [==============================] - 0s - loss: 0.0086 - val_loss: 0.0276"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 86/200\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: 0.0040 - val_loss: 0.0549"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 87/200\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: 0.0041 - val_loss: 0.0504"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 88/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 3.8464e-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: 0.0058 - val_loss: 0.0253"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 89/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 1.5089e-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: 0.0049 - val_loss: 0.0313"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 90/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 0.0118"
]
},
{
"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: 0.0064 - val_loss: 0.0318"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 91/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 0.0041"
]
},
{
"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: 0.0037 - val_loss: 0.0977"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 92/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 0.0191"
]
},
{
"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: 0.0038 - val_loss: 0.0166"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 93/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 5.9314e-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: 0.0061 - val_loss: 0.0215"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 94/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 5.1742e-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: 0.0422"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 95/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 0.0132"
]
},
{
"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: 0.0083 - val_loss: 0.0389"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 96/200\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: 0.0088 - val_loss: 0.0499"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 97/200\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: 0.0047 - val_loss: 0.0300"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 98/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 4.0829e-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: 0.0026 - val_loss: 0.0335"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 99/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 0.0060"
]
},
{
"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: 0.0053 - val_loss: 0.0523"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 100/200\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: 0.0029 - val_loss: 0.0359"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 101/200\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: 0.0048 - val_loss: 0.0796"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 102/200\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\r142/142 [==============================] - 0s - loss: 0.0024 - val_loss: 0.0224"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 103/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 6.7475e-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: 0.0039 - val_loss: 0.0922"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 104/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 0.0094"
]
},
{
"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: 0.0077 - val_loss: 0.0364"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 105/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 0.0055"
]
},
{
"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: 0.0038 - val_loss: 0.0436"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 106/200\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\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"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\r142/142 [==============================] - 0s - loss: 0.0024 - val_loss: 0.0407"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 107/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 2.1739e-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: 0.0031 - val_loss: 0.0633"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 108/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 1.4914e-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: 0.0032 - val_loss: 0.0255"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 109/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 0.0035"
]
},
{
"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: 0.0030 - val_loss: 0.0595"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 110/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 8.9984e-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: 0.0028 - val_loss: 0.0169"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 111/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 5.9377e-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: 0.0486"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 112/200\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\r142/142 [==============================] - 0s - loss: 0.0024 - val_loss: 0.0299"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 113/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 1.5573e-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: 0.0037 - val_loss: 0.0408"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 114/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 2.3765e-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: 0.0024 - val_loss: 0.0811"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 115/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 1.8120e-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: 0.0026 - val_loss: 0.0164"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 116/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 5.9417e-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: 0.0361"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 117/200\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: 0.0013 - val_loss: 0.0225"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 118/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 3.5338e-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: 0.0351"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 119/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 9.1735e-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: 0.0016 - val_loss: 0.0710"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 120/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 3.1793e-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: 0.0038 - val_loss: 0.0173"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 121/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 1.6476e-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: 0.0276"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 122/200\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\r142/142 [==============================] - 0s - loss: 0.0017 - val_loss: 0.0368"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 123/200\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\r142/142 [==============================] - 0s - loss: 6.6628e-04 - val_loss: 0.0468"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 124/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 1.0688e-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: 0.0016 - val_loss: 0.0216"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 125/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 6.8058e-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: 0.0024 - val_loss: 0.0191"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 126/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 4.4009e-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: 0.0111"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 127/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 5.3335e-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: 0.0018 - val_loss: 0.0152"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 128/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 3.7541e-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: 0.0017 - val_loss: 0.0340"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 129/200\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: 0.0010 - val_loss: 0.0253"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 130/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 0.0047"
]
},
{
"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: 0.0298"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 131/200\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\r142/142 [==============================] - 0s - loss: 0.0038 - val_loss: 0.0552"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 132/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 1.2208e-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: 0.0025 - val_loss: 0.0230"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 133/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 9.1965e-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: 0.0148"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 134/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 7.6007e-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: 0.0019 - val_loss: 0.0290"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 135/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 3.3130e-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: 0.0321"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 136/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 0.0060"
]
},
{
"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: 0.0014 - val_loss: 0.0224"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 137/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 6.1429e-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: 5.2285e-04 - val_loss: 0.0362"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 138/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 1.7853e-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: 3.7215e-04 - val_loss: 0.0190"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 139/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 0.0384"
]
},
{
"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: 0.0030 - val_loss: 0.0438"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 140/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 2.4319e-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: 9.2121e-04 - val_loss: 0.0222"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Epoch 141/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 3.6006e-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: 0.0029 - val_loss: 0.0276"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Epoch 142/200\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\r142/142 [==============================] - 0s - loss: 5.9754e-04 - val_loss: 0.0195"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 143/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 1.4279e-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: 7.1640e-04 - val_loss: 0.0138"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 144/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 1.6536e-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: 0.0015 - val_loss: 0.0845"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 145/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 1.2904e-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: 8.5187e-04 - val_loss: 0.0247"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 146/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 2.0802e-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: 3.6506e-04 - val_loss: 0.0223"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 147/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 1.0951e-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: 0.0038 - val_loss: 0.0391"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 148/200\n\r"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
" 10/142 [=>............................] - ETA: 0s - loss: 1.6674e-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\r"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"142/142 [==============================] - 0s - loss: 4.0802e-04 - val_loss: 0.0439"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 149/200\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: 0.0011 - val_loss: 0.0263"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 150/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 1.1354e-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: 2.8790e-04 - val_loss: 0.0331"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 151/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 0.0024"
]
},
{
"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: 6.4799e-04 - val_loss: 0.0251"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 152/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 2.6352e-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: 6.8637e-04 - val_loss: 0.0267"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 153/200\n\r"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
" 10/142 [=>............................] - ETA: 0s - loss: 1.0390e-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: 3.1719e-04 - val_loss: 0.0750"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 154/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 1.9610e-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: 3.3267e-04 - val_loss: 0.0246"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 155/200\n\r 10/142 [=>............................]"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
" - ETA: 0s - loss: 2.7279e-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: 2.5407e-04 - val_loss: 0.0841"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 156/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 3.5382e-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: 9.4721e-04 - val_loss: 0.0323"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 157/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 1.0570e-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: 2.5022e-04 - val_loss: 0.0311"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 158/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 3.2043e-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: 2.3520e-04 - val_loss: 0.0111"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 159/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 5.9259e-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: 8.9580e-04 - val_loss: 0.0795"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 160/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 8.7442e-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: 2.6490e-04 - val_loss: 0.0306"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 161/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 3.2319e-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: 4.8849e-04 - val_loss: 0.0344"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 162/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 3.6538e-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: 0.0013 - val_loss: 0.0570"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 163/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 1.2249e-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: 2.7203e-04 - val_loss: 0.0501"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 164/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 5.6895e-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: 1.9163e-04 - val_loss: 0.0364"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 165/200\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\r 10/142 [=>............................] - ETA: 0s - loss: 9.6683e-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: 2.8227e-04 - val_loss: 0.0360"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 166/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 3.5572e-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: 2.2753e-04 - val_loss: 0.0315"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 167/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 1.1325e-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: 2.3544e-04 - val_loss: 0.1090"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 168/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 4.9505e-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: 2.5797e-04 - val_loss: 0.0301"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 169/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 2.6467e-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: 1.0038e-04 - val_loss: 0.0390"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 170/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 2.0993e-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: 4.4550e-04 - val_loss: 0.0189"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 171/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 7.3018e-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: 1.5940e-04 - val_loss: 0.0347"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 172/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 2.2277e-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: 1.1927e-04 - val_loss: 0.0388"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 173/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 1.3179e-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: 3.4964e-04 - val_loss: 0.0160"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 174/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 1.4014e-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: 1.3943e-04 - val_loss: 0.0173"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 175/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 5.2285e-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: 2.2197e-04 - val_loss: 0.0536"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 176/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 1.3709e-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: 3.6663e-04 - val_loss: 0.0437"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 177/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 4.8280e-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: 1.1296e-04 - val_loss: 0.0302"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 178/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 1.1921e-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: 1.7213e-04 - val_loss: 0.0206"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 179/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 1.6870e-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: 9.8614e-05 - val_loss: 0.0211"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 180/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 8.7503e-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: 8.6613e-05 - val_loss: 0.0147"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 181/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 1.0002e-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: 2.8344e-04 - val_loss: 0.0244"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 182/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 4.4545e-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: 6.9407e-05 - val_loss: 0.0421"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 183/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 9.9606e-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: 4.7512e-04 - val_loss: 0.0404"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 184/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 5.0664e-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: 3.5294e-04 - val_loss: 0.0420"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 185/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 2.2061e-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: 6.7377e-05 - val_loss: 0.0320"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 186/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 3.2544e-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: 6.7105e-05 - val_loss: 0.0679"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 187/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 5.8092e-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: 8.9703e-05 - val_loss: 0.0457"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 188/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 8.5118e-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: 1.1150e-04 - val_loss: 0.0389"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 189/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 3.4302e-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: 1.9544e-04 - val_loss: 0.0639"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 190/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 2.3604e-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: 7.3062e-05 - val_loss: 0.0403"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 191/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 1.1921e-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: 4.3287e-05 - val_loss: 0.0162"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 192/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 3.8065e-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: 4.9369e-05 - val_loss: 0.0147"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 193/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 5.4573e-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: 1.0524e-04 - val_loss: 0.0321"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 194/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 1.1848e-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: 5.1740e-05 - val_loss: 0.1401"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 195/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 9.8766e-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: 9.1553e-05 - val_loss: 0.0299"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 196/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 9.6027e-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: 1.6222e-05 - val_loss: 0.0209"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 197/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 2.0124e-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: 7.6026e-05 - val_loss: 0.0254"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 198/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 7.6227e-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: 5.7551e-05 - val_loss: 0.0281"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 199/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 4.4704e-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: 1.9276e-05 - val_loss: 0.0433"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\nEpoch 200/200\n\r 10/142 [=>............................] - ETA: 0s - loss: 7.0632e-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: 7.5447e-05 - val_loss: 0.0095"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n"
]
},
{
"data": {
"text/plain": [
"<keras.callbacks.History at 0x2d9142dfbe0>"
]
},
"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='categorical_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: [[ 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. 0.88 0.12]] | True: [ 0. 1. 0.]\nPrediction: [[ 1. 0. 0.]] | True: [ 1. 0. 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. 0. 1.]] | True: [ 0. 0. 1.]\nPrediction: [[ 0. 0. 1.]] | True: [ 0. 0. 1.]\nPrediction: [[ 0.01 0. 0.99]] | True: [ 0. 0. 1.]\nPrediction: [[ 0. 0. 1.]] | True: [ 0. 0. 1.]\nPrediction: [[ 0. 1. 0.]] | True: [ 0. 1. 0.]\nPrediction: [[ 0.01 0.99 0. ]] | True: [ 0. 1. 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: [[ 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. 0. 1.]] | True: [ 0. 0. 1.]\nPrediction: [[ 0. 1. 0.]] | True: [ 0. 1. 0.]\nPrediction: [[ 0.82 0.18 0. ]] | True: [ 1. 0. 0.]\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.]\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: [[ 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. 1. 0.]] | True: [ 0. 1. 0.]\nPrediction: [[ 0. 1. 0.]] | True: [ 0. 1. 0.]\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]))"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 2",
"language": "python",
"name": "python2"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 2.0
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython2",
"version": "2.7.6"
}
},
"nbformat": 4,
"nbformat_minor": 0
}
@JaeDukSeo
Copy link

very good

Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment