ScaDaMaLe Course site and book
This is a 2019-2021 augmentation and update of Adam Breindel's initial notebooks.
Thanks to Christian von Koch and William Anzén for their contributions towards making these materials Spark 3.0.1 and Python 3+ compliant.
from keras.models import Sequential
from keras.layers import Dense
import numpy as np
import pandas as pd
input_file = "/dbfs/databricks-datasets/Rdatasets/data-001/csv/ggplot2/diamonds.csv"
df = pd.read_csv(input_file, header = 0)
df.drop(df.columns[0], axis=1, inplace=True)
df = pd.get_dummies(df, prefix=['cut_', 'color_', 'clarity_'])
y = df.iloc[:,3:4].as_matrix().flatten()
y.flatten()
X = df.drop(df.columns[3], axis=1).as_matrix()
np.shape(X)
from sklearn.model_selection import train_test_split
X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.25, random_state=42)
model = Sequential()
model.add(Dense(30, input_dim=26, kernel_initializer='normal', activation='relu'))
model.add(Dense(20, kernel_initializer='normal', activation='relu')) # <--- CHANGE IS HERE
model.add(Dense(1, kernel_initializer='normal', activation='linear'))
model.compile(loss='mean_squared_error', optimizer='adam', metrics=['mean_squared_error'])
history = model.fit(X_train, y_train, epochs=1000, batch_size=100, validation_split=0.1, verbose=2)
scores = model.evaluate(X_test, y_test)
print("\nroot %s: %f" % (model.metrics_names[1], np.sqrt(scores[1])))
Using TensorFlow backend.
/local_disk0/tmp/1612952202226-0/PythonShell.py:12: FutureWarning: Method .as_matrix will be removed in a future version. Use .values instead.
import subprocess
/local_disk0/tmp/1612952202226-0/PythonShell.py:15: FutureWarning: Method .as_matrix will be removed in a future version. Use .values instead.
import traceback
WARNING:tensorflow:From /databricks/python/lib/python3.7/site-packages/tensorflow/python/framework/op_def_library.py:263: colocate_with (from tensorflow.python.framework.ops) is deprecated and will be removed in a future version.
Instructions for updating:
Colocations handled automatically by placer.
WARNING:tensorflow:From /databricks/python/lib/python3.7/site-packages/tensorflow/python/ops/math_ops.py:3066: to_int32 (from tensorflow.python.ops.math_ops) is deprecated and will be removed in a future version.
Instructions for updating:
Use tf.cast instead.
Train on 36409 samples, validate on 4046 samples
Epoch 1/1000
- 1s - loss: 27848997.3139 - mean_squared_error: 27848997.3139 - val_loss: 19941055.5610 - val_mean_squared_error: 19941055.5610
Epoch 2/1000
- 0s - loss: 15721444.7310 - mean_squared_error: 15721444.7310 - val_loss: 15635870.6471 - val_mean_squared_error: 15635870.6471
Epoch 3/1000
- 0s - loss: 14878335.3089 - mean_squared_error: 14878335.3089 - val_loss: 15269761.0084 - val_mean_squared_error: 15269761.0084
Epoch 4/1000
- 0s - loss: 14444641.0725 - mean_squared_error: 14444641.0725 - val_loss: 14715442.8384 - val_mean_squared_error: 14715442.8384
Epoch 5/1000
- 0s - loss: 13770065.9625 - mean_squared_error: 13770065.9625 - val_loss: 13880356.9006 - val_mean_squared_error: 13880356.9006
Epoch 6/1000
- 0s - loss: 12818473.6246 - mean_squared_error: 12818473.6246 - val_loss: 12705441.9807 - val_mean_squared_error: 12705441.9807
Epoch 7/1000
- 0s - loss: 11430221.0811 - mean_squared_error: 11430221.0811 - val_loss: 10969834.3841 - val_mean_squared_error: 10969834.3841
Epoch 8/1000
- 0s - loss: 9393624.8908 - mean_squared_error: 9393624.8908 - val_loss: 8498211.5195 - val_mean_squared_error: 8498211.5195
Epoch 9/1000
- 0s - loss: 6862340.6293 - mean_squared_error: 6862340.6293 - val_loss: 5880691.8688 - val_mean_squared_error: 5880691.8688
Epoch 10/1000
- 0s - loss: 4776505.1199 - mean_squared_error: 4776505.1199 - val_loss: 4203533.3239 - val_mean_squared_error: 4203533.3239
Epoch 11/1000
- 0s - loss: 3611367.8372 - mean_squared_error: 3611367.8372 - val_loss: 3243258.9528 - val_mean_squared_error: 3243258.9528
Epoch 12/1000
- 0s - loss: 2951622.9117 - mean_squared_error: 2951622.9117 - val_loss: 2672585.9130 - val_mean_squared_error: 2672585.9130
Epoch 13/1000
- 0s - loss: 2545050.5128 - mean_squared_error: 2545050.5128 - val_loss: 2280816.6159 - val_mean_squared_error: 2280816.6159
Epoch 14/1000
- 0s - loss: 2262868.8862 - mean_squared_error: 2262868.8862 - val_loss: 2000101.9238 - val_mean_squared_error: 2000101.9238
Epoch 15/1000
- 0s - loss: 2053373.8769 - mean_squared_error: 2053373.8769 - val_loss: 1783650.4861 - val_mean_squared_error: 1783650.4861
Epoch 16/1000
- 0s - loss: 1891749.5903 - mean_squared_error: 1891749.5903 - val_loss: 1652615.4016 - val_mean_squared_error: 1652615.4016
Epoch 17/1000
- 0s - loss: 1761506.1582 - mean_squared_error: 1761506.1582 - val_loss: 1479201.0310 - val_mean_squared_error: 1479201.0310
Epoch 18/1000
- 0s - loss: 1652759.2415 - mean_squared_error: 1652759.2415 - val_loss: 1362899.9525 - val_mean_squared_error: 1362899.9525
Epoch 19/1000
- 0s - loss: 1564938.7439 - mean_squared_error: 1564938.7439 - val_loss: 1280093.5768 - val_mean_squared_error: 1280093.5768
Epoch 20/1000
- 1s - loss: 1487247.7714 - mean_squared_error: 1487247.7714 - val_loss: 1197266.3815 - val_mean_squared_error: 1197266.3815
Epoch 21/1000
- 0s - loss: 1425106.5209 - mean_squared_error: 1425106.5209 - val_loss: 1129568.2545 - val_mean_squared_error: 1129568.2545
Epoch 22/1000
- 0s - loss: 1371662.6921 - mean_squared_error: 1371662.6921 - val_loss: 1082736.0722 - val_mean_squared_error: 1082736.0722
Epoch 23/1000
- 0s - loss: 1325085.8587 - mean_squared_error: 1325085.8587 - val_loss: 1025223.1728 - val_mean_squared_error: 1025223.1728
Epoch 24/1000
- 0s - loss: 1285938.1454 - mean_squared_error: 1285938.1454 - val_loss: 987946.3071 - val_mean_squared_error: 987946.3071
Epoch 25/1000
- 0s - loss: 1251586.8131 - mean_squared_error: 1251586.8131 - val_loss: 960801.6510 - val_mean_squared_error: 960801.6510
Epoch 26/1000
- 0s - loss: 1221759.4081 - mean_squared_error: 1221759.4081 - val_loss: 989834.2255 - val_mean_squared_error: 989834.2255
Epoch 27/1000
- 0s - loss: 1196454.2777 - mean_squared_error: 1196454.2777 - val_loss: 894349.4676 - val_mean_squared_error: 894349.4676
Epoch 28/1000
- 0s - loss: 1175772.0771 - mean_squared_error: 1175772.0771 - val_loss: 871894.4783 - val_mean_squared_error: 871894.4783
Epoch 29/1000
- 0s - loss: 1154657.9466 - mean_squared_error: 1154657.9466 - val_loss: 857967.9547 - val_mean_squared_error: 857967.9547
Epoch 30/1000
- 0s - loss: 1137330.4296 - mean_squared_error: 1137330.4296 - val_loss: 830822.8925 - val_mean_squared_error: 830822.8925
Epoch 31/1000
- 0s - loss: 1118996.4988 - mean_squared_error: 1118996.4988 - val_loss: 824682.6183 - val_mean_squared_error: 824682.6183
Epoch 32/1000
- 0s - loss: 1106886.6546 - mean_squared_error: 1106886.6546 - val_loss: 804009.3922 - val_mean_squared_error: 804009.3922
Epoch 33/1000
- 0s - loss: 1092238.8060 - mean_squared_error: 1092238.8060 - val_loss: 790091.7014 - val_mean_squared_error: 790091.7014
Epoch 34/1000
- 0s - loss: 1079786.7414 - mean_squared_error: 1079786.7414 - val_loss: 775591.1924 - val_mean_squared_error: 775591.1924
Epoch 35/1000
- 0s - loss: 1069167.4304 - mean_squared_error: 1069167.4304 - val_loss: 763125.2484 - val_mean_squared_error: 763125.2484
Epoch 36/1000
- 0s - loss: 1059513.6255 - mean_squared_error: 1059513.6255 - val_loss: 755934.6476 - val_mean_squared_error: 755934.6476
Epoch 37/1000
- 0s - loss: 1047650.8134 - mean_squared_error: 1047650.8134 - val_loss: 743270.3341 - val_mean_squared_error: 743270.3341
Epoch 38/1000
- 0s - loss: 1040286.9653 - mean_squared_error: 1040286.9653 - val_loss: 736469.8614 - val_mean_squared_error: 736469.8614
Epoch 39/1000
- 0s - loss: 1029818.0804 - mean_squared_error: 1029818.0804 - val_loss: 728033.5843 - val_mean_squared_error: 728033.5843
Epoch 40/1000
- 0s - loss: 1019190.3500 - mean_squared_error: 1019190.3500 - val_loss: 718948.9588 - val_mean_squared_error: 718948.9588
Epoch 41/1000
- 0s - loss: 1016885.7825 - mean_squared_error: 1016885.7825 - val_loss: 710640.1856 - val_mean_squared_error: 710640.1856
Epoch 42/1000
- 0s - loss: 1004592.2712 - mean_squared_error: 1004592.2712 - val_loss: 746145.3573 - val_mean_squared_error: 746145.3573
Epoch 43/1000
- 0s - loss: 997372.0076 - mean_squared_error: 997372.0076 - val_loss: 697639.3794 - val_mean_squared_error: 697639.3794
Epoch 44/1000
- 0s - loss: 991401.2183 - mean_squared_error: 991401.2183 - val_loss: 692106.8087 - val_mean_squared_error: 692106.8087
Epoch 45/1000
- 0s - loss: 983574.4552 - mean_squared_error: 983574.4552 - val_loss: 686729.2726 - val_mean_squared_error: 686729.2726
Epoch 46/1000
- 0s - loss: 975824.9971 - mean_squared_error: 975824.9971 - val_loss: 680648.6108 - val_mean_squared_error: 680648.6108
Epoch 47/1000
- 0s - loss: 970501.5993 - mean_squared_error: 970501.5993 - val_loss: 694138.4560 - val_mean_squared_error: 694138.4560
Epoch 48/1000
- 0s - loss: 963974.9468 - mean_squared_error: 963974.9468 - val_loss: 670440.0686 - val_mean_squared_error: 670440.0686
Epoch 49/1000
- 0s - loss: 957421.3169 - mean_squared_error: 957421.3169 - val_loss: 664542.6438 - val_mean_squared_error: 664542.6438
Epoch 50/1000
- 0s - loss: 949259.1143 - mean_squared_error: 949259.1143 - val_loss: 659279.1652 - val_mean_squared_error: 659279.1652
Epoch 51/1000
- 0s - loss: 947019.5684 - mean_squared_error: 947019.5684 - val_loss: 659463.5773 - val_mean_squared_error: 659463.5773
Epoch 52/1000
- 0s - loss: 940984.1682 - mean_squared_error: 940984.1682 - val_loss: 657588.1767 - val_mean_squared_error: 657588.1767
Epoch 53/1000
- 0s - loss: 936560.8663 - mean_squared_error: 936560.8663 - val_loss: 654709.2946 - val_mean_squared_error: 654709.2946
Epoch 54/1000
- 0s - loss: 929876.5311 - mean_squared_error: 929876.5311 - val_loss: 649337.2466 - val_mean_squared_error: 649337.2466
Epoch 55/1000
- 0s - loss: 924841.0342 - mean_squared_error: 924841.0342 - val_loss: 643723.5302 - val_mean_squared_error: 643723.5302
Epoch 56/1000
- 0s - loss: 918614.3575 - mean_squared_error: 918614.3575 - val_loss: 644705.0716 - val_mean_squared_error: 644705.0716
Epoch 57/1000
- 0s - loss: 915670.1215 - mean_squared_error: 915670.1215 - val_loss: 636346.6608 - val_mean_squared_error: 636346.6608
Epoch 58/1000
- 0s - loss: 909534.4711 - mean_squared_error: 909534.4711 - val_loss: 647823.2318 - val_mean_squared_error: 647823.2318
Epoch 59/1000
- 0s - loss: 904965.2166 - mean_squared_error: 904965.2166 - val_loss: 628485.2156 - val_mean_squared_error: 628485.2156
Epoch 60/1000
- 0s - loss: 902425.5051 - mean_squared_error: 902425.5051 - val_loss: 622688.3500 - val_mean_squared_error: 622688.3500
Epoch 61/1000
- 0s - loss: 897871.7921 - mean_squared_error: 897871.7921 - val_loss: 624881.6728 - val_mean_squared_error: 624881.6728
Epoch 62/1000
- 0s - loss: 894782.2215 - mean_squared_error: 894782.2215 - val_loss: 627024.9350 - val_mean_squared_error: 627024.9350
Epoch 63/1000
- 0s - loss: 889052.8088 - mean_squared_error: 889052.8088 - val_loss: 617370.9787 - val_mean_squared_error: 617370.9787
Epoch 64/1000
- 0s - loss: 884556.7834 - mean_squared_error: 884556.7834 - val_loss: 612704.8653 - val_mean_squared_error: 612704.8653
Epoch 65/1000
- 0s - loss: 881022.9232 - mean_squared_error: 881022.9232 - val_loss: 610227.8523 - val_mean_squared_error: 610227.8523
Epoch 66/1000
- 0s - loss: 878086.1132 - mean_squared_error: 878086.1132 - val_loss: 609204.8112 - val_mean_squared_error: 609204.8112
Epoch 67/1000
- 0s - loss: 871305.0931 - mean_squared_error: 871305.0931 - val_loss: 619089.4905 - val_mean_squared_error: 619089.4905
Epoch 68/1000
- 0s - loss: 868253.8074 - mean_squared_error: 868253.8074 - val_loss: 603386.7772 - val_mean_squared_error: 603386.7772
Epoch 69/1000
- 0s - loss: 866479.5393 - mean_squared_error: 866479.5393 - val_loss: 602248.2999 - val_mean_squared_error: 602248.2999
Epoch 70/1000
- 0s - loss: 861741.1125 - mean_squared_error: 861741.1125 - val_loss: 600190.8303 - val_mean_squared_error: 600190.8303
Epoch 71/1000
- 0s - loss: 858456.8250 - mean_squared_error: 858456.8250 - val_loss: 599150.2672 - val_mean_squared_error: 599150.2672
Epoch 72/1000
- 0s - loss: 852272.1151 - mean_squared_error: 852272.1151 - val_loss: 631487.3969 - val_mean_squared_error: 631487.3969
Epoch 73/1000
- 0s - loss: 849696.0093 - mean_squared_error: 849696.0093 - val_loss: 594680.5698 - val_mean_squared_error: 594680.5698
Epoch 74/1000
- 0s - loss: 846110.9814 - mean_squared_error: 846110.9814 - val_loss: 592059.0109 - val_mean_squared_error: 592059.0109
Epoch 75/1000
- 0s - loss: 843963.9626 - mean_squared_error: 843963.9626 - val_loss: 596066.5905 - val_mean_squared_error: 596066.5905
Epoch 76/1000
- 0s - loss: 839582.4143 - mean_squared_error: 839582.4143 - val_loss: 590086.6497 - val_mean_squared_error: 590086.6497
Epoch 77/1000
- 0s - loss: 836005.5393 - mean_squared_error: 836005.5393 - val_loss: 585910.5458 - val_mean_squared_error: 585910.5458
Epoch 78/1000
- 0s - loss: 834314.4576 - mean_squared_error: 834314.4576 - val_loss: 585601.5675 - val_mean_squared_error: 585601.5675
Epoch 79/1000
- 0s - loss: 830026.6519 - mean_squared_error: 830026.6519 - val_loss: 583452.0687 - val_mean_squared_error: 583452.0687
Epoch 80/1000
- 0s - loss: 827575.0680 - mean_squared_error: 827575.0680 - val_loss: 581430.0357 - val_mean_squared_error: 581430.0357
Epoch 81/1000
- 0s - loss: 824253.8759 - mean_squared_error: 824253.8759 - val_loss: 582939.6549 - val_mean_squared_error: 582939.6549
Epoch 82/1000
- 0s - loss: 822642.5272 - mean_squared_error: 822642.5272 - val_loss: 581081.3391 - val_mean_squared_error: 581081.3391
Epoch 83/1000
- 0s - loss: 815923.2499 - mean_squared_error: 815923.2499 - val_loss: 576631.4536 - val_mean_squared_error: 576631.4536
Epoch 84/1000
- 1s - loss: 815410.5528 - mean_squared_error: 815410.5528 - val_loss: 575940.6918 - val_mean_squared_error: 575940.6918
Epoch 85/1000
- 1s - loss: 812062.3854 - mean_squared_error: 812062.3854 - val_loss: 573674.8378 - val_mean_squared_error: 573674.8378
Epoch 86/1000
- 1s - loss: 806719.4352 - mean_squared_error: 806719.4352 - val_loss: 615332.8055 - val_mean_squared_error: 615332.8055
Epoch 87/1000
- 1s - loss: 805988.4498 - mean_squared_error: 805988.4498 - val_loss: 572746.6689 - val_mean_squared_error: 572746.6689
Epoch 88/1000
- 1s - loss: 803310.7549 - mean_squared_error: 803310.7549 - val_loss: 581164.5382 - val_mean_squared_error: 581164.5382
Epoch 89/1000
- 1s - loss: 798728.6701 - mean_squared_error: 798728.6701 - val_loss: 568163.1727 - val_mean_squared_error: 568163.1727
Epoch 90/1000
- 1s - loss: 796360.8602 - mean_squared_error: 796360.8602 - val_loss: 566627.2496 - val_mean_squared_error: 566627.2496
Epoch 91/1000
- 1s - loss: 794783.4675 - mean_squared_error: 794783.4675 - val_loss: 567482.9140 - val_mean_squared_error: 567482.9140
Epoch 92/1000
- 1s - loss: 791396.5386 - mean_squared_error: 791396.5386 - val_loss: 567086.7926 - val_mean_squared_error: 567086.7926
Epoch 93/1000
- 1s - loss: 788390.3121 - mean_squared_error: 788390.3121 - val_loss: 572093.5142 - val_mean_squared_error: 572093.5142
Epoch 94/1000
- 1s - loss: 784272.2464 - mean_squared_error: 784272.2464 - val_loss: 564077.7736 - val_mean_squared_error: 564077.7736
Epoch 95/1000
- 0s - loss: 781184.9639 - mean_squared_error: 781184.9639 - val_loss: 559705.1154 - val_mean_squared_error: 559705.1154
Epoch 96/1000
- 0s - loss: 779216.5293 - mean_squared_error: 779216.5293 - val_loss: 572421.8021 - val_mean_squared_error: 572421.8021
Epoch 97/1000
- 0s - loss: 777056.2196 - mean_squared_error: 777056.2196 - val_loss: 562629.6635 - val_mean_squared_error: 562629.6635
Epoch 98/1000
- 0s - loss: 773817.1616 - mean_squared_error: 773817.1616 - val_loss: 561004.9819 - val_mean_squared_error: 561004.9819
Epoch 99/1000
- 0s - loss: 771211.1602 - mean_squared_error: 771211.1602 - val_loss: 554090.3761 - val_mean_squared_error: 554090.3761
Epoch 100/1000
- 0s - loss: 767255.8413 - mean_squared_error: 767255.8413 - val_loss: 556355.2670 - val_mean_squared_error: 556355.2670
Epoch 101/1000
- 0s - loss: 765901.2514 - mean_squared_error: 765901.2514 - val_loss: 551462.6624 - val_mean_squared_error: 551462.6624
Epoch 102/1000
- 0s - loss: 764404.2335 - mean_squared_error: 764404.2335 - val_loss: 549381.3630 - val_mean_squared_error: 549381.3630
Epoch 103/1000
- 0s - loss: 761473.3068 - mean_squared_error: 761473.3068 - val_loss: 551158.3475 - val_mean_squared_error: 551158.3475
Epoch 104/1000
- 0s - loss: 758497.7380 - mean_squared_error: 758497.7380 - val_loss: 551972.1705 - val_mean_squared_error: 551972.1705
Epoch 105/1000
- 0s - loss: 755740.2717 - mean_squared_error: 755740.2717 - val_loss: 552988.2047 - val_mean_squared_error: 552988.2047
Epoch 106/1000
- 0s - loss: 751966.0399 - mean_squared_error: 751966.0399 - val_loss: 545469.4392 - val_mean_squared_error: 545469.4392
Epoch 107/1000
- 0s - loss: 749529.8615 - mean_squared_error: 749529.8615 - val_loss: 544913.2918 - val_mean_squared_error: 544913.2918
Epoch 108/1000
- 0s - loss: 746712.1812 - mean_squared_error: 746712.1812 - val_loss: 567939.2625 - val_mean_squared_error: 567939.2625
Epoch 109/1000
- 0s - loss: 746041.7362 - mean_squared_error: 746041.7362 - val_loss: 569642.5811 - val_mean_squared_error: 569642.5811
Epoch 110/1000
- 0s - loss: 743253.2273 - mean_squared_error: 743253.2273 - val_loss: 546741.9531 - val_mean_squared_error: 546741.9531
Epoch 111/1000
- 0s - loss: 738897.3570 - mean_squared_error: 738897.3570 - val_loss: 539759.7711 - val_mean_squared_error: 539759.7711
Epoch 112/1000
- 0s - loss: 737300.2927 - mean_squared_error: 737300.2927 - val_loss: 543091.0155 - val_mean_squared_error: 543091.0155
Epoch 113/1000
- 0s - loss: 736287.3635 - mean_squared_error: 736287.3635 - val_loss: 536867.4012 - val_mean_squared_error: 536867.4012
Epoch 114/1000
- 0s - loss: 732177.1100 - mean_squared_error: 732177.1100 - val_loss: 537107.3754 - val_mean_squared_error: 537107.3754
Epoch 115/1000
- 0s - loss: 729896.8594 - mean_squared_error: 729896.8594 - val_loss: 537009.4850 - val_mean_squared_error: 537009.4850
Epoch 116/1000
- 0s - loss: 726816.0095 - mean_squared_error: 726816.0095 - val_loss: 536977.3474 - val_mean_squared_error: 536977.3474
Epoch 117/1000
- 0s - loss: 725167.6049 - mean_squared_error: 725167.6049 - val_loss: 537228.8182 - val_mean_squared_error: 537228.8182
Epoch 118/1000
- 1s - loss: 724135.8915 - mean_squared_error: 724135.8915 - val_loss: 533379.5044 - val_mean_squared_error: 533379.5044
Epoch 119/1000
- 0s - loss: 722646.5176 - mean_squared_error: 722646.5176 - val_loss: 546342.7135 - val_mean_squared_error: 546342.7135
Epoch 120/1000
- 0s - loss: 718313.0591 - mean_squared_error: 718313.0591 - val_loss: 539371.5707 - val_mean_squared_error: 539371.5707
Epoch 121/1000
- 0s - loss: 715665.5330 - mean_squared_error: 715665.5330 - val_loss: 531296.1658 - val_mean_squared_error: 531296.1658
Epoch 122/1000
- 0s - loss: 713622.8886 - mean_squared_error: 713622.8886 - val_loss: 528986.8748 - val_mean_squared_error: 528986.8748
Epoch 123/1000
- 0s - loss: 710888.1242 - mean_squared_error: 710888.1242 - val_loss: 533666.9067 - val_mean_squared_error: 533666.9067
Epoch 124/1000
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Epoch 125/1000
- 0s - loss: 707351.3229 - mean_squared_error: 707351.3229 - val_loss: 535185.1072 - val_mean_squared_error: 535185.1072
Epoch 126/1000
- 0s - loss: 704205.6693 - mean_squared_error: 704205.6693 - val_loss: 527617.6446 - val_mean_squared_error: 527617.6446
Epoch 127/1000
- 1s - loss: 702239.7262 - mean_squared_error: 702239.7262 - val_loss: 535940.2422 - val_mean_squared_error: 535940.2422
Epoch 128/1000
- 0s - loss: 698610.3730 - mean_squared_error: 698610.3730 - val_loss: 522318.7090 - val_mean_squared_error: 522318.7090
Epoch 129/1000
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Epoch 130/1000
- 0s - loss: 694705.7903 - mean_squared_error: 694705.7903 - val_loss: 622523.0167 - val_mean_squared_error: 622523.0167
Epoch 131/1000
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Epoch 132/1000
- 0s - loss: 691102.6542 - mean_squared_error: 691102.6542 - val_loss: 524003.7772 - val_mean_squared_error: 524003.7772
Epoch 133/1000
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Epoch 134/1000
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Epoch 135/1000
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Epoch 136/1000
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Epoch 137/1000
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Epoch 138/1000
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Epoch 139/1000
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Epoch 140/1000
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Epoch 141/1000
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Epoch 142/1000
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Epoch 143/1000
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Epoch 144/1000
- 0s - loss: 662550.1644 - mean_squared_error: 662550.1644 - val_loss: 506006.4173 - val_mean_squared_error: 506006.4173
Epoch 145/1000
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Epoch 146/1000
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Epoch 147/1000
- 0s - loss: 654185.6563 - mean_squared_error: 654185.6563 - val_loss: 512835.3121 - val_mean_squared_error: 512835.3121
Epoch 148/1000
- 0s - loss: 653336.6825 - mean_squared_error: 653336.6825 - val_loss: 503334.4599 - val_mean_squared_error: 503334.4599
Epoch 149/1000
- 0s - loss: 651031.4121 - mean_squared_error: 651031.4121 - val_loss: 501340.8946 - val_mean_squared_error: 501340.8946
Epoch 150/1000
- 0s - loss: 646786.9940 - mean_squared_error: 646786.9940 - val_loss: 496265.3795 - val_mean_squared_error: 496265.3795
Epoch 151/1000
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Epoch 152/1000
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Epoch 153/1000
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Epoch 154/1000
- 0s - loss: 638835.6091 - mean_squared_error: 638835.6091 - val_loss: 493089.1385 - val_mean_squared_error: 493089.1385
Epoch 155/1000
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Epoch 156/1000
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Epoch 157/1000
- 0s - loss: 629952.7305 - mean_squared_error: 629952.7305 - val_loss: 496781.1484 - val_mean_squared_error: 496781.1484
Epoch 158/1000
- 0s - loss: 628988.1684 - mean_squared_error: 628988.1684 - val_loss: 495213.6568 - val_mean_squared_error: 495213.6568
Epoch 159/1000
- 0s - loss: 626003.3835 - mean_squared_error: 626003.3835 - val_loss: 486876.1023 - val_mean_squared_error: 486876.1023
Epoch 160/1000
- 0s - loss: 624316.1100 - mean_squared_error: 624316.1100 - val_loss: 486944.3282 - val_mean_squared_error: 486944.3282
Epoch 161/1000
- 0s - loss: 622301.5767 - mean_squared_error: 622301.5767 - val_loss: 484524.2533 - val_mean_squared_error: 484524.2533
Epoch 162/1000
- 0s - loss: 620442.6938 - mean_squared_error: 620442.6938 - val_loss: 493503.7467 - val_mean_squared_error: 493503.7467
Epoch 163/1000
- 0s - loss: 618662.5856 - mean_squared_error: 618662.5856 - val_loss: 497317.4404 - val_mean_squared_error: 497317.4404
Epoch 164/1000
- 0s - loss: 615029.6842 - mean_squared_error: 615029.6842 - val_loss: 482182.9924 - val_mean_squared_error: 482182.9924
Epoch 165/1000
- 0s - loss: 614791.7386 - mean_squared_error: 614791.7386 - val_loss: 493360.0261 - val_mean_squared_error: 493360.0261
Epoch 166/1000
- 0s - loss: 611801.9160 - mean_squared_error: 611801.9160 - val_loss: 481002.4505 - val_mean_squared_error: 481002.4505
Epoch 167/1000
- 0s - loss: 608881.4007 - mean_squared_error: 608881.4007 - val_loss: 477675.2561 - val_mean_squared_error: 477675.2561
Epoch 168/1000
- 0s - loss: 609086.6959 - mean_squared_error: 609086.6959 - val_loss: 481496.7478 - val_mean_squared_error: 481496.7478
Epoch 169/1000
- 0s - loss: 608083.2661 - mean_squared_error: 608083.2661 - val_loss: 477560.9312 - val_mean_squared_error: 477560.9312
Epoch 170/1000
- 0s - loss: 604581.5461 - mean_squared_error: 604581.5461 - val_loss: 479526.0078 - val_mean_squared_error: 479526.0078
Epoch 171/1000
- 0s - loss: 602726.8338 - mean_squared_error: 602726.8338 - val_loss: 477001.6799 - val_mean_squared_error: 477001.6799
Epoch 172/1000
- 1s - loss: 600873.1875 - mean_squared_error: 600873.1875 - val_loss: 476275.0658 - val_mean_squared_error: 476275.0658
Epoch 173/1000
- 1s - loss: 599252.6168 - mean_squared_error: 599252.6168 - val_loss: 477493.4252 - val_mean_squared_error: 477493.4252
Epoch 174/1000
- 1s - loss: 596471.7464 - mean_squared_error: 596471.7464 - val_loss: 473096.2144 - val_mean_squared_error: 473096.2144
Epoch 175/1000
- 0s - loss: 593416.2096 - mean_squared_error: 593416.2096 - val_loss: 472148.0951 - val_mean_squared_error: 472148.0951
Epoch 176/1000
*** WARNING: skipped 89446 bytes of output ***
Epoch 829/1000
- 2s - loss: 345017.9668 - mean_squared_error: 345017.9668 - val_loss: 339550.3869 - val_mean_squared_error: 339550.3869
Epoch 830/1000
- 2s - loss: 345095.1452 - mean_squared_error: 345095.1452 - val_loss: 334828.6952 - val_mean_squared_error: 334828.6952
Epoch 831/1000
- 2s - loss: 345203.6046 - mean_squared_error: 345203.6046 - val_loss: 339119.3209 - val_mean_squared_error: 339119.3209
Epoch 832/1000
- 2s - loss: 344819.2877 - mean_squared_error: 344819.2877 - val_loss: 335065.9362 - val_mean_squared_error: 335065.9362
Epoch 833/1000
- 2s - loss: 346224.2386 - mean_squared_error: 346224.2386 - val_loss: 337110.6968 - val_mean_squared_error: 337110.6968
Epoch 834/1000
- 2s - loss: 344983.9361 - mean_squared_error: 344983.9361 - val_loss: 336426.7907 - val_mean_squared_error: 336426.7907
Epoch 835/1000
- 2s - loss: 345618.6019 - mean_squared_error: 345618.6019 - val_loss: 343576.4884 - val_mean_squared_error: 343576.4884
Epoch 836/1000
- 2s - loss: 344639.8262 - mean_squared_error: 344639.8262 - val_loss: 348924.4472 - val_mean_squared_error: 348924.4472
Epoch 837/1000
- 2s - loss: 344396.0252 - mean_squared_error: 344396.0252 - val_loss: 336985.3876 - val_mean_squared_error: 336985.3876
Epoch 838/1000
- 1s - loss: 345766.8460 - mean_squared_error: 345766.8460 - val_loss: 344635.9280 - val_mean_squared_error: 344635.9280
Epoch 839/1000
- 2s - loss: 345489.9858 - mean_squared_error: 345489.9858 - val_loss: 339979.3057 - val_mean_squared_error: 339979.3057
Epoch 840/1000
- 2s - loss: 345206.5084 - mean_squared_error: 345206.5084 - val_loss: 337119.9754 - val_mean_squared_error: 337119.9754
Epoch 841/1000
- 2s - loss: 343718.6248 - mean_squared_error: 343718.6248 - val_loss: 334405.6884 - val_mean_squared_error: 334405.6884
Epoch 842/1000
- 3s - loss: 344678.9692 - mean_squared_error: 344678.9692 - val_loss: 336524.3791 - val_mean_squared_error: 336524.3791
Epoch 843/1000
- 3s - loss: 343766.2976 - mean_squared_error: 343766.2976 - val_loss: 344220.5442 - val_mean_squared_error: 344220.5442
Epoch 844/1000
- 2s - loss: 343149.0991 - mean_squared_error: 343149.0991 - val_loss: 337221.7447 - val_mean_squared_error: 337221.7447
Epoch 845/1000
- 2s - loss: 345394.2195 - mean_squared_error: 345394.2195 - val_loss: 334977.3294 - val_mean_squared_error: 334977.3294
Epoch 846/1000
- 2s - loss: 343355.4561 - mean_squared_error: 343355.4561 - val_loss: 354574.3289 - val_mean_squared_error: 354574.3289
Epoch 847/1000
- 2s - loss: 343903.9672 - mean_squared_error: 343903.9672 - val_loss: 338111.1664 - val_mean_squared_error: 338111.1664
Epoch 848/1000
- 2s - loss: 344393.3413 - mean_squared_error: 344393.3413 - val_loss: 334853.7142 - val_mean_squared_error: 334853.7142
Epoch 849/1000
- 2s - loss: 342807.2594 - mean_squared_error: 342807.2594 - val_loss: 339990.1046 - val_mean_squared_error: 339990.1046
Epoch 850/1000
- 2s - loss: 343817.8121 - mean_squared_error: 343817.8121 - val_loss: 334133.9674 - val_mean_squared_error: 334133.9674
Epoch 851/1000
- 2s - loss: 342015.9391 - mean_squared_error: 342015.9391 - val_loss: 337267.7010 - val_mean_squared_error: 337267.7010
Epoch 852/1000
- 2s - loss: 343049.7382 - mean_squared_error: 343049.7382 - val_loss: 334921.4341 - val_mean_squared_error: 334921.4341
Epoch 853/1000
- 3s - loss: 341975.4870 - mean_squared_error: 341975.4870 - val_loss: 336409.5385 - val_mean_squared_error: 336409.5385
Epoch 854/1000
- 2s - loss: 343576.5908 - mean_squared_error: 343576.5908 - val_loss: 332839.1955 - val_mean_squared_error: 332839.1955
Epoch 855/1000
- 3s - loss: 341971.1491 - mean_squared_error: 341971.1491 - val_loss: 341118.1500 - val_mean_squared_error: 341118.1500
Epoch 856/1000
- 3s - loss: 341478.8825 - mean_squared_error: 341478.8825 - val_loss: 336649.9438 - val_mean_squared_error: 336649.9438
Epoch 857/1000
- 2s - loss: 342250.8677 - mean_squared_error: 342250.8677 - val_loss: 354445.1814 - val_mean_squared_error: 354445.1814
Epoch 858/1000
- 3s - loss: 342136.7264 - mean_squared_error: 342136.7264 - val_loss: 349826.4691 - val_mean_squared_error: 349826.4691
Epoch 859/1000
- 3s - loss: 342984.1812 - mean_squared_error: 342984.1812 - val_loss: 334444.6793 - val_mean_squared_error: 334444.6793
Epoch 860/1000
- 3s - loss: 341630.1121 - mean_squared_error: 341630.1121 - val_loss: 330739.8300 - val_mean_squared_error: 330739.8300
Epoch 861/1000
- 2s - loss: 341085.6488 - mean_squared_error: 341085.6488 - val_loss: 336881.8533 - val_mean_squared_error: 336881.8533
Epoch 862/1000
- 2s - loss: 341674.3046 - mean_squared_error: 341674.3046 - val_loss: 338649.9820 - val_mean_squared_error: 338649.9820
Epoch 863/1000
- 3s - loss: 341412.6696 - mean_squared_error: 341412.6696 - val_loss: 329679.5836 - val_mean_squared_error: 329679.5836
Epoch 864/1000
- 2s - loss: 342214.0651 - mean_squared_error: 342214.0651 - val_loss: 332068.0355 - val_mean_squared_error: 332068.0355
Epoch 865/1000
- 2s - loss: 340893.3589 - mean_squared_error: 340893.3589 - val_loss: 337983.0266 - val_mean_squared_error: 337983.0266
Epoch 866/1000
- 2s - loss: 340871.7239 - mean_squared_error: 340871.7239 - val_loss: 335902.1214 - val_mean_squared_error: 335902.1214
Epoch 867/1000
- 2s - loss: 341560.3707 - mean_squared_error: 341560.3707 - val_loss: 334970.9924 - val_mean_squared_error: 334970.9924
Epoch 868/1000
- 3s - loss: 340039.7690 - mean_squared_error: 340039.7690 - val_loss: 337636.2960 - val_mean_squared_error: 337636.2960
Epoch 869/1000
- 2s - loss: 339992.5361 - mean_squared_error: 339992.5361 - val_loss: 332152.1936 - val_mean_squared_error: 332152.1936
Epoch 870/1000
- 2s - loss: 340380.3068 - mean_squared_error: 340380.3068 - val_loss: 342874.4546 - val_mean_squared_error: 342874.4546
Epoch 871/1000
- 3s - loss: 340974.9624 - mean_squared_error: 340974.9624 - val_loss: 337238.6824 - val_mean_squared_error: 337238.6824
Epoch 872/1000
- 2s - loss: 341006.1794 - mean_squared_error: 341006.1794 - val_loss: 334961.9141 - val_mean_squared_error: 334961.9141
Epoch 873/1000
- 2s - loss: 340003.7552 - mean_squared_error: 340003.7552 - val_loss: 332399.2492 - val_mean_squared_error: 332399.2492
Epoch 874/1000
- 2s - loss: 339613.0568 - mean_squared_error: 339613.0568 - val_loss: 333346.4940 - val_mean_squared_error: 333346.4940
Epoch 875/1000
- 2s - loss: 339175.2896 - mean_squared_error: 339175.2896 - val_loss: 329275.6371 - val_mean_squared_error: 329275.6371
Epoch 876/1000
- 3s - loss: 340454.3724 - mean_squared_error: 340454.3724 - val_loss: 331445.7642 - val_mean_squared_error: 331445.7642
Epoch 877/1000
- 2s - loss: 339326.2713 - mean_squared_error: 339326.2713 - val_loss: 338601.9833 - val_mean_squared_error: 338601.9833
Epoch 878/1000
- 2s - loss: 339813.8287 - mean_squared_error: 339813.8287 - val_loss: 329877.1323 - val_mean_squared_error: 329877.1323
Epoch 879/1000
- 2s - loss: 338420.3591 - mean_squared_error: 338420.3591 - val_loss: 331026.2716 - val_mean_squared_error: 331026.2716
Epoch 880/1000
- 3s - loss: 339961.8071 - mean_squared_error: 339961.8071 - val_loss: 335541.0128 - val_mean_squared_error: 335541.0128
Epoch 881/1000
- 2s - loss: 338941.6191 - mean_squared_error: 338941.6191 - val_loss: 330347.3390 - val_mean_squared_error: 330347.3390
Epoch 882/1000
- 2s - loss: 339013.5767 - mean_squared_error: 339013.5767 - val_loss: 328106.2731 - val_mean_squared_error: 328106.2731
Epoch 883/1000
- 2s - loss: 337875.7955 - mean_squared_error: 337875.7955 - val_loss: 330178.5093 - val_mean_squared_error: 330178.5093
Epoch 884/1000
- 2s - loss: 339350.0852 - mean_squared_error: 339350.0852 - val_loss: 329480.1288 - val_mean_squared_error: 329480.1288
Epoch 885/1000
- 2s - loss: 338272.4309 - mean_squared_error: 338272.4309 - val_loss: 331816.4905 - val_mean_squared_error: 331816.4905
Epoch 886/1000
- 2s - loss: 337507.7292 - mean_squared_error: 337507.7292 - val_loss: 329787.4212 - val_mean_squared_error: 329787.4212
Epoch 887/1000
- 2s - loss: 338050.4211 - mean_squared_error: 338050.4211 - val_loss: 329916.1215 - val_mean_squared_error: 329916.1215
Epoch 888/1000
- 2s - loss: 338900.7663 - mean_squared_error: 338900.7663 - val_loss: 329637.2382 - val_mean_squared_error: 329637.2382
Epoch 889/1000
- 3s - loss: 338825.9054 - mean_squared_error: 338825.9054 - val_loss: 351477.4770 - val_mean_squared_error: 351477.4770
Epoch 890/1000
- 2s - loss: 338718.5214 - mean_squared_error: 338718.5214 - val_loss: 331109.1488 - val_mean_squared_error: 331109.1488
Epoch 891/1000
- 2s - loss: 336916.7545 - mean_squared_error: 336916.7545 - val_loss: 332089.4064 - val_mean_squared_error: 332089.4064
Epoch 892/1000
- 3s - loss: 337215.3815 - mean_squared_error: 337215.3815 - val_loss: 328642.7254 - val_mean_squared_error: 328642.7254
Epoch 893/1000
- 2s - loss: 336539.5405 - mean_squared_error: 336539.5405 - val_loss: 331523.8605 - val_mean_squared_error: 331523.8605
Epoch 894/1000
- 2s - loss: 336505.5508 - mean_squared_error: 336505.5508 - val_loss: 329752.4084 - val_mean_squared_error: 329752.4084
Epoch 895/1000
- 2s - loss: 338041.8457 - mean_squared_error: 338041.8457 - val_loss: 333375.2443 - val_mean_squared_error: 333375.2443
Epoch 896/1000
- 3s - loss: 336846.9650 - mean_squared_error: 336846.9650 - val_loss: 331127.2087 - val_mean_squared_error: 331127.2087
Epoch 897/1000
- 3s - loss: 337312.0117 - mean_squared_error: 337312.0117 - val_loss: 343776.1684 - val_mean_squared_error: 343776.1684
Epoch 898/1000
- 3s - loss: 336829.8278 - mean_squared_error: 336829.8278 - val_loss: 333697.3176 - val_mean_squared_error: 333697.3176
Epoch 899/1000
- 2s - loss: 337266.1198 - mean_squared_error: 337266.1198 - val_loss: 329812.2063 - val_mean_squared_error: 329812.2063
Epoch 900/1000
- 2s - loss: 336173.1526 - mean_squared_error: 336173.1526 - val_loss: 329260.7824 - val_mean_squared_error: 329260.7824
Epoch 901/1000
- 2s - loss: 337320.3509 - mean_squared_error: 337320.3509 - val_loss: 329677.7471 - val_mean_squared_error: 329677.7471
Epoch 902/1000
- 2s - loss: 336216.7482 - mean_squared_error: 336216.7482 - val_loss: 330786.0628 - val_mean_squared_error: 330786.0628
Epoch 903/1000
- 2s - loss: 335169.4466 - mean_squared_error: 335169.4466 - val_loss: 330023.5855 - val_mean_squared_error: 330023.5855
Epoch 904/1000
- 2s - loss: 334773.3664 - mean_squared_error: 334773.3664 - val_loss: 331348.3092 - val_mean_squared_error: 331348.3092
Epoch 905/1000
- 2s - loss: 337005.8331 - mean_squared_error: 337005.8331 - val_loss: 336718.0854 - val_mean_squared_error: 336718.0854
Epoch 906/1000
- 3s - loss: 336217.8212 - mean_squared_error: 336217.8212 - val_loss: 334061.6494 - val_mean_squared_error: 334061.6494
Epoch 907/1000
- 2s - loss: 337594.7403 - mean_squared_error: 337594.7403 - val_loss: 336332.3149 - val_mean_squared_error: 336332.3149
Epoch 908/1000
- 2s - loss: 336048.7730 - mean_squared_error: 336048.7730 - val_loss: 332418.5792 - val_mean_squared_error: 332418.5792
Epoch 909/1000
- 2s - loss: 335472.7371 - mean_squared_error: 335472.7371 - val_loss: 331683.5485 - val_mean_squared_error: 331683.5485
Epoch 910/1000
- 2s - loss: 335783.2895 - mean_squared_error: 335783.2895 - val_loss: 333249.9244 - val_mean_squared_error: 333249.9244
Epoch 911/1000
- 2s - loss: 336733.8351 - mean_squared_error: 336733.8351 - val_loss: 327430.1569 - val_mean_squared_error: 327430.1569
Epoch 912/1000
- 2s - loss: 335707.9263 - mean_squared_error: 335707.9263 - val_loss: 329743.7484 - val_mean_squared_error: 329743.7484
Epoch 913/1000
- 3s - loss: 336508.8904 - mean_squared_error: 336508.8904 - val_loss: 347242.2361 - val_mean_squared_error: 347242.2361
Epoch 914/1000
- 3s - loss: 338187.1960 - mean_squared_error: 338187.1960 - val_loss: 330245.9572 - val_mean_squared_error: 330245.9572
Epoch 915/1000
- 3s - loss: 335603.5673 - mean_squared_error: 335603.5673 - val_loss: 327345.1738 - val_mean_squared_error: 327345.1738
Epoch 916/1000
- 3s - loss: 336114.1620 - mean_squared_error: 336114.1620 - val_loss: 327426.3555 - val_mean_squared_error: 327426.3555
Epoch 917/1000
- 2s - loss: 334607.7871 - mean_squared_error: 334607.7871 - val_loss: 338000.0029 - val_mean_squared_error: 338000.0029
Epoch 918/1000
- 3s - loss: 336039.8853 - mean_squared_error: 336039.8853 - val_loss: 330842.1118 - val_mean_squared_error: 330842.1118
Epoch 919/1000
- 2s - loss: 334736.0575 - mean_squared_error: 334736.0575 - val_loss: 329386.8410 - val_mean_squared_error: 329386.8410
Epoch 920/1000
- 2s - loss: 334826.7755 - mean_squared_error: 334826.7755 - val_loss: 328047.4018 - val_mean_squared_error: 328047.4018
Epoch 921/1000
- 2s - loss: 335021.2916 - mean_squared_error: 335021.2916 - val_loss: 333844.6665 - val_mean_squared_error: 333844.6665
Epoch 922/1000
- 2s - loss: 333981.4889 - mean_squared_error: 333981.4889 - val_loss: 326704.3447 - val_mean_squared_error: 326704.3447
Epoch 923/1000
- 2s - loss: 334917.6133 - mean_squared_error: 334917.6133 - val_loss: 330501.8470 - val_mean_squared_error: 330501.8470
Epoch 924/1000
- 2s - loss: 334002.5516 - mean_squared_error: 334002.5516 - val_loss: 335391.1829 - val_mean_squared_error: 335391.1829
Epoch 925/1000
- 2s - loss: 334968.2855 - mean_squared_error: 334968.2855 - val_loss: 326628.8503 - val_mean_squared_error: 326628.8503
Epoch 926/1000
- 2s - loss: 332898.2530 - mean_squared_error: 332898.2530 - val_loss: 328397.5430 - val_mean_squared_error: 328397.5430
Epoch 927/1000
- 3s - loss: 334931.4404 - mean_squared_error: 334931.4404 - val_loss: 329709.7304 - val_mean_squared_error: 329709.7304
Epoch 928/1000
- 2s - loss: 332947.7994 - mean_squared_error: 332947.7994 - val_loss: 330066.7739 - val_mean_squared_error: 330066.7739
Epoch 929/1000
- 3s - loss: 335082.0854 - mean_squared_error: 335082.0854 - val_loss: 329052.2809 - val_mean_squared_error: 329052.2809
Epoch 930/1000
- 2s - loss: 334275.7794 - mean_squared_error: 334275.7794 - val_loss: 337873.2051 - val_mean_squared_error: 337873.2051
Epoch 931/1000
- 3s - loss: 334285.4401 - mean_squared_error: 334285.4401 - val_loss: 326295.5995 - val_mean_squared_error: 326295.5995
Epoch 932/1000
- 2s - loss: 333198.5096 - mean_squared_error: 333198.5096 - val_loss: 326851.9514 - val_mean_squared_error: 326851.9514
Epoch 933/1000
- 2s - loss: 332581.8137 - mean_squared_error: 332581.8137 - val_loss: 329371.6485 - val_mean_squared_error: 329371.6485
Epoch 934/1000
- 2s - loss: 335572.3163 - mean_squared_error: 335572.3163 - val_loss: 326771.3549 - val_mean_squared_error: 326771.3549
Epoch 935/1000
- 2s - loss: 333143.7913 - mean_squared_error: 333143.7913 - val_loss: 328063.1385 - val_mean_squared_error: 328063.1385
Epoch 936/1000
- 2s - loss: 333498.9271 - mean_squared_error: 333498.9271 - val_loss: 328116.8892 - val_mean_squared_error: 328116.8892
Epoch 937/1000
- 3s - loss: 334364.9447 - mean_squared_error: 334364.9447 - val_loss: 326289.5783 - val_mean_squared_error: 326289.5783
Epoch 938/1000
- 2s - loss: 333054.2822 - mean_squared_error: 333054.2822 - val_loss: 325446.7176 - val_mean_squared_error: 325446.7176
Epoch 939/1000
- 2s - loss: 332596.3337 - mean_squared_error: 332596.3337 - val_loss: 328647.7812 - val_mean_squared_error: 328647.7812
Epoch 940/1000
- 2s - loss: 333113.5899 - mean_squared_error: 333113.5899 - val_loss: 330894.5519 - val_mean_squared_error: 330894.5519
Epoch 941/1000
- 3s - loss: 333526.5784 - mean_squared_error: 333526.5784 - val_loss: 332395.0067 - val_mean_squared_error: 332395.0067
Epoch 942/1000
- 2s - loss: 332834.1839 - mean_squared_error: 332834.1839 - val_loss: 330302.9870 - val_mean_squared_error: 330302.9870
Epoch 943/1000
- 2s - loss: 332893.4333 - mean_squared_error: 332893.4333 - val_loss: 328957.5060 - val_mean_squared_error: 328957.5060
Epoch 944/1000
- 2s - loss: 331979.9354 - mean_squared_error: 331979.9354 - val_loss: 340494.6149 - val_mean_squared_error: 340494.6149
Epoch 945/1000
- 3s - loss: 332526.6156 - mean_squared_error: 332526.6156 - val_loss: 330565.7338 - val_mean_squared_error: 330565.7338
Epoch 946/1000
- 2s - loss: 334031.3728 - mean_squared_error: 334031.3728 - val_loss: 331275.0670 - val_mean_squared_error: 331275.0670
Epoch 947/1000
- 2s - loss: 331838.9002 - mean_squared_error: 331838.9002 - val_loss: 325802.9036 - val_mean_squared_error: 325802.9036
Epoch 948/1000
- 2s - loss: 331298.9476 - mean_squared_error: 331298.9476 - val_loss: 328504.1039 - val_mean_squared_error: 328504.1039
Epoch 949/1000
- 2s - loss: 334035.7380 - mean_squared_error: 334035.7380 - val_loss: 325919.3011 - val_mean_squared_error: 325919.3011
Epoch 950/1000
- 2s - loss: 331739.9385 - mean_squared_error: 331739.9385 - val_loss: 328578.6007 - val_mean_squared_error: 328578.6007
Epoch 951/1000
- 2s - loss: 333165.7279 - mean_squared_error: 333165.7279 - val_loss: 324289.7447 - val_mean_squared_error: 324289.7447
Epoch 952/1000
- 2s - loss: 333393.1627 - mean_squared_error: 333393.1627 - val_loss: 326171.1817 - val_mean_squared_error: 326171.1817
Epoch 953/1000
- 3s - loss: 331706.9216 - mean_squared_error: 331706.9216 - val_loss: 326917.4419 - val_mean_squared_error: 326917.4419
Epoch 954/1000
- 3s - loss: 331131.8147 - mean_squared_error: 331131.8147 - val_loss: 326759.7410 - val_mean_squared_error: 326759.7410
Epoch 955/1000
- 2s - loss: 331965.1028 - mean_squared_error: 331965.1028 - val_loss: 329673.9304 - val_mean_squared_error: 329673.9304
Epoch 956/1000
- 3s - loss: 333136.0035 - mean_squared_error: 333136.0035 - val_loss: 327953.4344 - val_mean_squared_error: 327953.4344
Epoch 957/1000
- 3s - loss: 331435.4059 - mean_squared_error: 331435.4059 - val_loss: 329612.4087 - val_mean_squared_error: 329612.4087
Epoch 958/1000
- 2s - loss: 331280.3102 - mean_squared_error: 331280.3102 - val_loss: 344775.1776 - val_mean_squared_error: 344775.1776
Epoch 959/1000
- 2s - loss: 330358.4627 - mean_squared_error: 330358.4627 - val_loss: 324788.5479 - val_mean_squared_error: 324788.5479
Epoch 960/1000
- 2s - loss: 331680.4408 - mean_squared_error: 331680.4408 - val_loss: 332945.2976 - val_mean_squared_error: 332945.2976
Epoch 961/1000
- 2s - loss: 331046.6944 - mean_squared_error: 331046.6944 - val_loss: 329599.2971 - val_mean_squared_error: 329599.2971
Epoch 962/1000
- 2s - loss: 330891.7869 - mean_squared_error: 330891.7869 - val_loss: 325052.2923 - val_mean_squared_error: 325052.2923
Epoch 963/1000
- 2s - loss: 331841.3119 - mean_squared_error: 331841.3119 - val_loss: 328403.7738 - val_mean_squared_error: 328403.7738
Epoch 964/1000
- 2s - loss: 331395.9604 - mean_squared_error: 331395.9604 - val_loss: 327710.5381 - val_mean_squared_error: 327710.5381
Epoch 965/1000
- 3s - loss: 330503.2513 - mean_squared_error: 330503.2513 - val_loss: 333109.0521 - val_mean_squared_error: 333109.0521
Epoch 966/1000
- 3s - loss: 332186.2043 - mean_squared_error: 332186.2043 - val_loss: 326552.9736 - val_mean_squared_error: 326552.9736
Epoch 967/1000
- 2s - loss: 330806.1350 - mean_squared_error: 330806.1350 - val_loss: 326002.8380 - val_mean_squared_error: 326002.8380
Epoch 968/1000
- 2s - loss: 330021.2170 - mean_squared_error: 330021.2170 - val_loss: 330944.9373 - val_mean_squared_error: 330944.9373
Epoch 969/1000
- 2s - loss: 330298.9462 - mean_squared_error: 330298.9462 - val_loss: 330188.9928 - val_mean_squared_error: 330188.9928
Epoch 970/1000
- 2s - loss: 331109.9404 - mean_squared_error: 331109.9404 - val_loss: 331563.9528 - val_mean_squared_error: 331563.9528
Epoch 971/1000
- 3s - loss: 329570.7982 - mean_squared_error: 329570.7982 - val_loss: 324951.1477 - val_mean_squared_error: 324951.1477
Epoch 972/1000
- 3s - loss: 329834.1170 - mean_squared_error: 329834.1170 - val_loss: 327184.0561 - val_mean_squared_error: 327184.0561
Epoch 973/1000
- 3s - loss: 330411.9112 - mean_squared_error: 330411.9112 - val_loss: 329343.6017 - val_mean_squared_error: 329343.6017
Epoch 974/1000
- 2s - loss: 331518.1610 - mean_squared_error: 331518.1610 - val_loss: 323144.2283 - val_mean_squared_error: 323144.2283
Epoch 975/1000
- 2s - loss: 329062.1325 - mean_squared_error: 329062.1325 - val_loss: 326323.0579 - val_mean_squared_error: 326323.0579
Epoch 976/1000
- 3s - loss: 330698.9198 - mean_squared_error: 330698.9198 - val_loss: 328326.8187 - val_mean_squared_error: 328326.8187
Epoch 977/1000
- 3s - loss: 330071.2349 - mean_squared_error: 330071.2349 - val_loss: 324667.7561 - val_mean_squared_error: 324667.7561
Epoch 978/1000
- 2s - loss: 331004.6893 - mean_squared_error: 331004.6893 - val_loss: 323948.6494 - val_mean_squared_error: 323948.6494
Epoch 979/1000
- 2s - loss: 332511.4398 - mean_squared_error: 332511.4398 - val_loss: 328892.2969 - val_mean_squared_error: 328892.2969
Epoch 980/1000
- 2s - loss: 330603.5983 - mean_squared_error: 330603.5983 - val_loss: 325858.7483 - val_mean_squared_error: 325858.7483
Epoch 981/1000
- 3s - loss: 330158.9787 - mean_squared_error: 330158.9787 - val_loss: 325834.5056 - val_mean_squared_error: 325834.5056
Epoch 982/1000
- 2s - loss: 330353.8880 - mean_squared_error: 330353.8880 - val_loss: 325544.3455 - val_mean_squared_error: 325544.3455
Epoch 983/1000
- 3s - loss: 329292.4320 - mean_squared_error: 329292.4320 - val_loss: 325120.8610 - val_mean_squared_error: 325120.8610
Epoch 984/1000
- 3s - loss: 329400.8035 - mean_squared_error: 329400.8035 - val_loss: 324350.4380 - val_mean_squared_error: 324350.4380
Epoch 985/1000
- 2s - loss: 330789.6305 - mean_squared_error: 330789.6305 - val_loss: 327118.8064 - val_mean_squared_error: 327118.8064
Epoch 986/1000
- 2s - loss: 329059.9164 - mean_squared_error: 329059.9164 - val_loss: 328578.1070 - val_mean_squared_error: 328578.1070
Epoch 987/1000
- 2s - loss: 329473.6236 - mean_squared_error: 329473.6236 - val_loss: 324709.3233 - val_mean_squared_error: 324709.3233
Epoch 988/1000
- 2s - loss: 329018.8897 - mean_squared_error: 329018.8897 - val_loss: 325750.0715 - val_mean_squared_error: 325750.0715
Epoch 989/1000
- 2s - loss: 329210.6551 - mean_squared_error: 329210.6551 - val_loss: 324165.1183 - val_mean_squared_error: 324165.1183
Epoch 990/1000
- 2s - loss: 328681.8209 - mean_squared_error: 328681.8209 - val_loss: 324837.2337 - val_mean_squared_error: 324837.2337
Epoch 991/1000
- 2s - loss: 332326.2836 - mean_squared_error: 332326.2836 - val_loss: 324704.5920 - val_mean_squared_error: 324704.5920
Epoch 992/1000
- 2s - loss: 329117.0329 - mean_squared_error: 329117.0329 - val_loss: 326161.4024 - val_mean_squared_error: 326161.4024
Epoch 993/1000
- 3s - loss: 329799.5372 - mean_squared_error: 329799.5372 - val_loss: 328298.2622 - val_mean_squared_error: 328298.2622
Epoch 994/1000
- 2s - loss: 329550.7582 - mean_squared_error: 329550.7582 - val_loss: 323986.6425 - val_mean_squared_error: 323986.6425
Epoch 995/1000
- 2s - loss: 328281.8657 - mean_squared_error: 328281.8657 - val_loss: 325990.0735 - val_mean_squared_error: 325990.0735
Epoch 996/1000
- 2s - loss: 328922.3964 - mean_squared_error: 328922.3964 - val_loss: 324806.7343 - val_mean_squared_error: 324806.7343
Epoch 997/1000
- 2s - loss: 328507.0786 - mean_squared_error: 328507.0786 - val_loss: 346090.4408 - val_mean_squared_error: 346090.4408
Epoch 998/1000
- 2s - loss: 329783.5376 - mean_squared_error: 329783.5376 - val_loss: 324142.9919 - val_mean_squared_error: 324142.9919
Epoch 999/1000
- 2s - loss: 328829.8128 - mean_squared_error: 328829.8128 - val_loss: 326034.4199 - val_mean_squared_error: 326034.4199
Epoch 1000/1000
- 2s - loss: 328443.1473 - mean_squared_error: 328443.1473 - val_loss: 327467.0317 - val_mean_squared_error: 327467.0317
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13485/13485 [==============================] - 1s 94us/step
root mean_squared_error: 587.802047