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