84 lines
16 KiB
Plaintext
84 lines
16 KiB
Plaintext
Model: "sequential"
|
||
_________________________________________________________________
|
||
Layer (type) Output Shape Param #
|
||
=================================================================
|
||
normalization (Normalizatio (None, 4) 9
|
||
n)
|
||
|
||
dense (Dense) (None, 64) 320
|
||
|
||
dense_1 (Dense) (None, 10) 650
|
||
|
||
dense_2 (Dense) (None, 10) 110
|
||
|
||
dense_3 (Dense) (None, 10) 110
|
||
|
||
dense_4 (Dense) (None, 5) 55
|
||
|
||
=================================================================
|
||
Total params: 1,254
|
||
Trainable params: 1,245
|
||
Non-trainable params: 9
|
||
_________________________________________________________________
|
||
Epoch 1/20
|
||
|
||
1/200 [..............................] - ETA: 1:17 - loss: 1.5801 - accuracy: 0.5312
|
||
70/200 [=========>....................] - ETA: 0s - loss: 0.8091 - accuracy: 0.6902
|
||
142/200 [====================>.........] - ETA: 0s - loss: 0.5649 - accuracy: 0.7795
|
||
200/200 [==============================] - 1s 2ms/step - loss: 0.4757 - accuracy: 0.8151 - val_loss: 0.2506 - val_accuracy: 0.8931
|
||
Epoch 2/20
|
||
|
||
1/200 [..............................] - ETA: 0s - loss: 0.1264 - accuracy: 0.9375
|
||
68/200 [=========>....................] - ETA: 0s - loss: 0.2639 - accuracy: 0.8902
|
||
132/200 [==================>...........] - ETA: 0s - loss: 0.2225 - accuracy: 0.9105
|
||
198/200 [============================>.] - ETA: 0s - loss: 0.2061 - accuracy: 0.9192
|
||
200/200 [==============================] - 0s 1ms/step - loss: 0.2053 - accuracy: 0.9198 - val_loss: 0.2247 - val_accuracy: 0.8956
|
||
Epoch 3/20
|
||
|
||
1/200 [..............................] - ETA: 0s - loss: 0.4937 - accuracy: 0.8125
|
||
65/200 [========>.....................] - ETA: 0s - loss: 0.2858 - accuracy: 0.8990
|
||
138/200 [===================>..........] - ETA: 0s - loss: 0.2326 - accuracy: 0.9187
|
||
193/200 [===========================>..] - ETA: 0s - loss: 0.2153 - accuracy: 0.9229
|
||
200/200 [==============================] - 0s 1ms/step - loss: 0.2130 - accuracy: 0.9239 - val_loss: 0.1631 - val_accuracy: 0.9287
|
||
Epoch 4/20
|
||
|
||
1/200 [..............................] - ETA: 0s - loss: 0.1936 - accuracy: 0.9375
|
||
70/200 [=========>....................] - ETA: 0s - loss: 0.1466 - accuracy: 0.9415
|
||
141/200 [====================>.........] - ETA: 0s - loss: 0.1494 - accuracy: 0.9395
|
||
200/200 [==============================] - 0s 971us/step - loss: 0.1454 - accuracy: 0.9395 - val_loss: 0.1593 - val_accuracy: 0.9275
|
||
Epoch 5/20
|
||
|
||
1/200 [..............................] - ETA: 0s - loss: 0.1037 - accuracy: 0.9375
|
||
71/200 [=========>....................] - ETA: 0s - loss: 0.1510 - accuracy: 0.9375
|
||
142/200 [====================>.........] - ETA: 0s - loss: 0.1478 - accuracy: 0.9401
|
||
200/200 [==============================] - 0s 978us/step - loss: 0.1421 - accuracy: 0.9425 - val_loss: 0.1440 - val_accuracy: 0.9269
|
||
Epoch 6/20
|
||
|
||
1/200 [..............................] - ETA: 0s - loss: 0.1472 - accuracy: 0.9375
|
||
68/200 [=========>....................] - ETA: 0s - loss: 0.1387 - accuracy: 0.9481
|
||
141/200 [====================>.........] - ETA: 0s - loss: 0.1389 - accuracy: 0.9473
|
||
200/200 [==============================] - 0s 968us/step - loss: 0.1373 - accuracy: 0.9481 - val_loss: 0.1467 - val_accuracy: 0.9275
|
||
Epoch 7/20
|
||
|
||
1/200 [..............................] - ETA: 0s - loss: 0.1939 - accuracy: 0.9062
|
||
72/200 [=========>....................] - ETA: 0s - loss: 0.1466 - accuracy: 0.9405
|
||
139/200 [===================>..........] - ETA: 0s - loss: 0.1615 - accuracy: 0.9442
|
||
200/200 [==============================] - 0s 961us/step - loss: 0.2264 - accuracy: 0.9217 - val_loss: 0.2458 - val_accuracy: 0.9069
|
||
Epoch 8/20
|
||
|
||
1/200 [..............................] - ETA: 0s - loss: 0.3132 - accuracy: 0.8750
|
||
71/200 [=========>....................] - ETA: 0s - loss: 0.1977 - accuracy: 0.9291
|
||
140/200 [====================>.........] - ETA: 0s - loss: 0.1824 - accuracy: 0.9350
|
||
200/200 [==============================] - 0s 977us/step - loss: 0.1754 - accuracy: 0.9376 - val_loss: 0.1665 - val_accuracy: 0.9237
|
||
Epoch 9/20
|
||
|
||
1/200 [..............................] - ETA: 0s - loss: 0.3530 - accuracy: 0.8438
|
||
69/200 [=========>....................] - ETA: 0s - loss: 0.1742 - accuracy: 0.9330
|
||
142/200 [====================>.........] - ETA: 0s - loss: 0.1587 - accuracy: 0.9430
|
||
200/200 [==============================] - 0s 963us/step - loss: 0.1532 - accuracy: 0.9458 - val_loss: 0.1558 - val_accuracy: 0.9337
|
||
Epoch 10/20
|
||
|
||
1/200 [..............................] - ETA: 0s - loss: 0.0859 - accuracy: 0.9688
|
||
68/200 [=========>....................] - ETA: 0s - loss: 0.1445 - accuracy: 0.9563
|
||
137/200 [===================>..........] - ETA: 0s - loss: 0.1357 - accuracy: 0.9557
|
||
200/200 [==============================] - 0s 986us/step - loss: 0.1363 - accuracy: 0.9523 - val_loss: 0.1488 - val_accuracy: 0.9519
|
||
Epoch 11/20
|
||
|
||
1/200 [..............................] - ETA: 0s - loss: 0.1136 - accuracy: 0.9688
|
||
71/200 [=========>....................] - ETA: 0s - loss: 0.1323 - accuracy: 0.9582
|
||
138/200 [===================>..........] - ETA: 0s - loss: 0.1300 - accuracy: 0.9577
|
||
200/200 [==============================] - 0s 965us/step - loss: 0.1360 - accuracy: 0.9533 - val_loss: 0.1379 - val_accuracy: 0.9594
|
||
Epoch 12/20
|
||
|
||
1/200 [..............................] - ETA: 0s - loss: 0.1272 - accuracy: 0.9688
|
||
70/200 [=========>....................] - ETA: 0s - loss: 0.1273 - accuracy: 0.9558
|
||
141/200 [====================>.........] - ETA: 0s - loss: 0.1340 - accuracy: 0.9535
|
||
200/200 [==============================] - 0s 974us/step - loss: 0.1399 - accuracy: 0.9500 - val_loss: 0.1596 - val_accuracy: 0.9331
|
||
Epoch 13/20
|
||
|
||
1/200 [..............................] - ETA: 0s - loss: 0.3119 - accuracy: 0.8750
|
||
69/200 [=========>....................] - ETA: 0s - loss: 0.2623 - accuracy: 0.9094
|
||
137/200 [===================>..........] - ETA: 0s - loss: 0.2135 - accuracy: 0.9281
|
||
200/200 [==============================] - 0s 969us/step - loss: 0.1915 - accuracy: 0.9369 - val_loss: 0.1526 - val_accuracy: 0.9294
|
||
Epoch 14/20
|
||
|
||
1/200 [..............................] - ETA: 0s - loss: 0.1455 - accuracy: 0.9375
|
||
67/200 [=========>....................] - ETA: 0s - loss: 0.1483 - accuracy: 0.9468
|
||
136/200 [===================>..........] - ETA: 0s - loss: 0.1708 - accuracy: 0.9403
|
||
200/200 [==============================] - 0s 967us/step - loss: 0.1559 - accuracy: 0.9458 - val_loss: 0.1417 - val_accuracy: 0.9575
|
||
Epoch 15/20
|
||
|
||
1/200 [..............................] - ETA: 0s - loss: 0.1071 - accuracy: 0.9375
|
||
72/200 [=========>....................] - ETA: 0s - loss: 0.1138 - accuracy: 0.9618
|
||
139/200 [===================>..........] - ETA: 0s - loss: 0.1219 - accuracy: 0.9611
|
||
200/200 [==============================] - 0s 954us/step - loss: 0.1286 - accuracy: 0.9580 - val_loss: 0.1347 - val_accuracy: 0.9581
|
||
Epoch 16/20
|
||
|
||
1/200 [..............................] - ETA: 0s - loss: 0.0978 - accuracy: 0.9688
|
||
71/200 [=========>....................] - ETA: 0s - loss: 0.1310 - accuracy: 0.9591
|
||
142/200 [====================>.........] - ETA: 0s - loss: 0.1285 - accuracy: 0.9571
|
||
200/200 [==============================] - 0s 964us/step - loss: 0.1322 - accuracy: 0.9559 - val_loss: 0.1416 - val_accuracy: 0.9581
|
||
Epoch 17/20
|
||
|
||
1/200 [..............................] - ETA: 0s - loss: 0.1309 - accuracy: 0.9688
|
||
73/200 [=========>....................] - ETA: 0s - loss: 0.1378 - accuracy: 0.9563
|
||
145/200 [====================>.........] - ETA: 0s - loss: 0.1389 - accuracy: 0.9534
|
||
200/200 [==============================] - 0s 941us/step - loss: 0.1344 - accuracy: 0.9551 - val_loss: 0.1389 - val_accuracy: 0.9594
|
||
Epoch 18/20
|
||
|
||
1/200 [..............................] - ETA: 0s - loss: 1.5093e-04 - accuracy: 1.0000
|
||
61/200 [========>.....................] - ETA: 0s - loss: 0.1352 - accuracy: 0.9544
|
||
128/200 [==================>...........] - ETA: 0s - loss: 0.1287 - accuracy: 0.9568
|
||
200/200 [==============================] - ETA: 0s - loss: 0.1270 - accuracy: 0.9575
|
||
200/200 [==============================] - 0s 1ms/step - loss: 0.1270 - accuracy: 0.9575 - val_loss: 0.1362 - val_accuracy: 0.9594
|
||
Epoch 19/20
|
||
|
||
1/200 [..............................] - ETA: 0s - loss: 0.1404 - accuracy: 0.9688
|
||
69/200 [=========>....................] - ETA: 0s - loss: 0.1217 - accuracy: 0.9579
|
||
139/200 [===================>..........] - ETA: 0s - loss: 0.1347 - accuracy: 0.9530
|
||
200/200 [==============================] - 0s 959us/step - loss: 0.1296 - accuracy: 0.9542 - val_loss: 0.1349 - val_accuracy: 0.9594
|
||
Epoch 20/20
|
||
|
||
1/200 [..............................] - ETA: 0s - loss: 0.3190 - accuracy: 0.8750
|
||
68/200 [=========>....................] - ETA: 0s - loss: 0.1388 - accuracy: 0.9550
|
||
133/200 [==================>...........] - ETA: 0s - loss: 0.1288 - accuracy: 0.9594
|
||
192/200 [===========================>..] - ETA: 0s - loss: 0.1266 - accuracy: 0.9585
|
||
200/200 [==============================] - 0s 1ms/step - loss: 0.1274 - accuracy: 0.9583 - val_loss: 0.1385 - val_accuracy: 0.9575
|
||
loss accuracy val_loss val_accuracy epoch
|
||
0 0.475650 0.815127 0.250621 0.893125 0
|
||
1 0.205338 0.919831 0.224716 0.895625 1
|
||
2 0.212970 0.923894 0.163060 0.928750 2
|
||
3 0.145409 0.939522 0.159278 0.927500 3
|
||
4 0.142135 0.942491 0.144023 0.926875 4
|
||
5 0.137297 0.948117 0.146737 0.927500 5
|
||
6 0.226381 0.921706 0.245775 0.906875 6
|
||
7 0.175432 0.937647 0.166548 0.923750 7
|
||
8 0.153183 0.945773 0.155808 0.933750 8
|
||
9 0.136298 0.952336 0.148819 0.951875 9
|
||
10 0.135954 0.953274 0.137862 0.959375 10
|
||
11 0.139950 0.949992 0.159633 0.933125 11
|
||
12 0.191454 0.936865 0.152623 0.929375 12
|
||
13 0.155906 0.945773 0.141746 0.957500 13
|
||
14 0.128649 0.957962 0.134679 0.958125 14
|
||
15 0.132179 0.955931 0.141568 0.958125 15
|
||
16 0.134409 0.955149 0.138940 0.959375 16
|
||
17 0.127008 0.957493 0.136193 0.959375 17
|
||
18 0.129558 0.954212 0.134924 0.959375 18
|
||
19 0.127444 0.958275 0.138473 0.957500 19
|