63 lines
17 KiB
Plaintext
63 lines
17 KiB
Plaintext
Model: "sequential"
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_________________________________________________________________
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Layer (type) Output Shape Param #
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=================================================================
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normalization (Normalizatio (None, 4) 9
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n)
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dense (Dense) (None, 64) 320
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dense_1 (Dense) (None, 10) 650
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dense_2 (Dense) (None, 10) 110
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dense_3 (Dense) (None, 10) 110
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dense_4 (Dense) (None, 5) 55
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=================================================================
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Total params: 1,254
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Trainable params: 1,245
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Non-trainable params: 9
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_________________________________________________________________
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Epoch 1/20
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1/200 [..............................] - ETA: 1:42 - loss: 1.6469 - accuracy: 0.0625
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35/200 [====>.........................] - ETA: 0s - loss: 1.0588 - accuracy: 0.6205
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71/200 [=========>....................] - ETA: 0s - loss: 0.8379 - accuracy: 0.6937
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109/200 [===============>..............] - ETA: 0s - loss: 0.6690 - accuracy: 0.7491
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167/200 [========================>.....] - ETA: 0s - loss: 0.5336 - accuracy: 0.7990
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200/200 [==============================] - 1s 2ms/step - loss: 0.4828 - accuracy: 0.8181 - val_loss: 0.2411 - val_accuracy: 0.9162
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Epoch 2/20
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1/200 [..............................] - ETA: 0s - loss: 0.2541 - accuracy: 0.9062
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68/200 [=========>....................] - ETA: 0s - loss: 0.2156 - accuracy: 0.9154
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135/200 [===================>..........] - ETA: 0s - loss: 0.1996 - accuracy: 0.9243
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200/200 [==============================] - 0s 1ms/step - loss: 0.1881 - accuracy: 0.9284 - val_loss: 0.1701 - val_accuracy: 0.9275
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Epoch 3/20
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1/200 [..............................] - ETA: 0s - loss: 0.0257 - accuracy: 1.0000
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62/200 [========>.....................] - ETA: 0s - loss: 0.1566 - accuracy: 0.9375
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129/200 [==================>...........] - ETA: 0s - loss: 0.1545 - accuracy: 0.9382
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193/200 [===========================>..] - ETA: 0s - loss: 0.1551 - accuracy: 0.9388
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200/200 [==============================] - 0s 2ms/step - loss: 0.1541 - accuracy: 0.9392 - val_loss: 0.1709 - val_accuracy: 0.9275
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Epoch 4/20
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1/200 [..............................] - ETA: 0s - loss: 0.0209 - accuracy: 1.0000
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68/200 [=========>....................] - ETA: 0s - loss: 0.2249 - accuracy: 0.9168
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135/200 [===================>..........] - ETA: 0s - loss: 0.2761 - accuracy: 0.8988
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200/200 [==============================] - 0s 998us/step - loss: 0.2380 - accuracy: 0.9139 - val_loss: 0.1782 - val_accuracy: 0.9275
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Epoch 5/20
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1/200 [..............................] - ETA: 0s - loss: 0.1677 - accuracy: 0.9375
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70/200 [=========>....................] - ETA: 0s - loss: 0.1504 - accuracy: 0.9415
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139/200 [===================>..........] - ETA: 0s - loss: 0.1517 - accuracy: 0.9402
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200/200 [==============================] - 0s 1ms/step - loss: 0.1543 - accuracy: 0.9392 - val_loss: 0.1650 - val_accuracy: 0.9275
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Epoch 6/20
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1/200 [..............................] - ETA: 0s - loss: 0.1536 - accuracy: 0.9062
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50/200 [======>.......................] - ETA: 0s - loss: 0.1602 - accuracy: 0.9362
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106/200 [==============>...............] - ETA: 0s - loss: 0.1564 - accuracy: 0.9381
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163/200 [=======================>......] - ETA: 0s - loss: 0.1503 - accuracy: 0.9408
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200/200 [==============================] - 0s 1ms/step - loss: 0.1528 - accuracy: 0.9392 - val_loss: 0.1668 - val_accuracy: 0.9275
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Epoch 7/20
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1/200 [..............................] - ETA: 0s - loss: 0.2504 - accuracy: 0.8438
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58/200 [=======>......................] - ETA: 0s - loss: 0.1488 - accuracy: 0.9397
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116/200 [================>.............] - ETA: 0s - loss: 0.1608 - accuracy: 0.9353
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182/200 [==========================>...] - ETA: 0s - loss: 0.1533 - accuracy: 0.9394
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200/200 [==============================] - 0s 1ms/step - loss: 0.1542 - accuracy: 0.9392 - val_loss: 0.1694 - val_accuracy: 0.9275
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Epoch 8/20
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1/200 [..............................] - ETA: 0s - loss: 0.1517 - accuracy: 0.9375
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67/200 [=========>....................] - ETA: 0s - loss: 0.1519 - accuracy: 0.9403
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134/200 [===================>..........] - ETA: 0s - loss: 0.1455 - accuracy: 0.9438
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200/200 [==============================] - 0s 985us/step - loss: 0.1534 - accuracy: 0.9392 - val_loss: 0.1673 - val_accuracy: 0.9275
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Epoch 9/20
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1/200 [..............................] - ETA: 0s - loss: 0.1589 - accuracy: 0.9375
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65/200 [========>.....................] - ETA: 0s - loss: 0.1525 - accuracy: 0.9409
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129/200 [==================>...........] - ETA: 0s - loss: 0.1512 - accuracy: 0.9385
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188/200 [===========================>..] - ETA: 0s - loss: 0.1517 - accuracy: 0.9397
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200/200 [==============================] - 0s 1ms/step - loss: 0.1534 - accuracy: 0.9392 - val_loss: 0.1719 - val_accuracy: 0.9275
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Epoch 10/20
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1/200 [..............................] - ETA: 0s - loss: 0.2366 - accuracy: 0.9062
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59/200 [=======>......................] - ETA: 0s - loss: 0.1635 - accuracy: 0.9333
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119/200 [================>.............] - ETA: 0s - loss: 0.1574 - accuracy: 0.9349
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178/200 [=========================>....] - ETA: 0s - loss: 0.1538 - accuracy: 0.9389
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200/200 [==============================] - 0s 1ms/step - loss: 0.1531 - accuracy: 0.9392 - val_loss: 0.1679 - val_accuracy: 0.9275
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Epoch 11/20
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1/200 [..............................] - ETA: 0s - loss: 0.1362 - accuracy: 0.9375
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67/200 [=========>....................] - ETA: 0s - loss: 0.1433 - accuracy: 0.9403
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133/200 [==================>...........] - ETA: 0s - loss: 0.2378 - accuracy: 0.9159
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182/200 [==========================>...] - ETA: 0s - loss: 0.2254 - accuracy: 0.9196
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200/200 [==============================] - 0s 1ms/step - loss: 0.2225 - accuracy: 0.9200 - val_loss: 0.1731 - val_accuracy: 0.9262
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Epoch 12/20
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1/200 [..............................] - ETA: 0s - loss: 0.2198 - accuracy: 0.9062
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49/200 [======>.......................] - ETA: 0s - loss: 0.1698 - accuracy: 0.9324
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96/200 [=============>................] - ETA: 0s - loss: 0.2074 - accuracy: 0.9229
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143/200 [====================>.........] - ETA: 0s - loss: 0.1951 - accuracy: 0.9268
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188/200 [===========================>..] - ETA: 0s - loss: 0.1828 - accuracy: 0.9312
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200/200 [==============================] - 0s 1ms/step - loss: 0.1807 - accuracy: 0.9314 - val_loss: 0.1702 - val_accuracy: 0.9275
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Epoch 13/20
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1/200 [..............................] - ETA: 0s - loss: 0.1454 - accuracy: 0.9688
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61/200 [========>.....................] - ETA: 0s - loss: 0.1535 - accuracy: 0.9375
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102/200 [==============>...............] - ETA: 0s - loss: 0.1504 - accuracy: 0.9390
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139/200 [===================>..........] - ETA: 0s - loss: 0.1554 - accuracy: 0.9379
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188/200 [===========================>..] - ETA: 0s - loss: 0.1534 - accuracy: 0.9393
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200/200 [==============================] - 0s 1ms/step - loss: 0.1536 - accuracy: 0.9392 - val_loss: 0.1708 - val_accuracy: 0.9275
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Epoch 14/20
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1/200 [..............................] - ETA: 0s - loss: 0.1768 - accuracy: 0.9062
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45/200 [=====>........................] - ETA: 0s - loss: 0.1386 - accuracy: 0.9458
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89/200 [============>.................] - ETA: 0s - loss: 0.1537 - accuracy: 0.9393
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127/200 [==================>...........] - ETA: 0s - loss: 0.1514 - accuracy: 0.9407
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171/200 [========================>.....] - ETA: 0s - loss: 0.1543 - accuracy: 0.9388
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200/200 [==============================] - 0s 1ms/step - loss: 0.1537 - accuracy: 0.9392 - val_loss: 0.1679 - val_accuracy: 0.9275
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Epoch 15/20
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1/200 [..............................] - ETA: 0s - loss: 0.0631 - accuracy: 0.9688
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63/200 [========>.....................] - ETA: 0s - loss: 0.1696 - accuracy: 0.9301
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122/200 [=================>............] - ETA: 0s - loss: 0.1608 - accuracy: 0.9357
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177/200 [=========================>....] - ETA: 0s - loss: 0.1523 - accuracy: 0.9400
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200/200 [==============================] - 0s 1ms/step - loss: 0.1534 - accuracy: 0.9392 - val_loss: 0.1683 - val_accuracy: 0.9275
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Epoch 16/20
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1/200 [..............................] - ETA: 0s - loss: 0.1745 - accuracy: 0.9062
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66/200 [========>.....................] - ETA: 0s - loss: 0.1553 - accuracy: 0.9361
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131/200 [==================>...........] - ETA: 0s - loss: 0.1586 - accuracy: 0.9361
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195/200 [============================>.] - ETA: 0s - loss: 0.1536 - accuracy: 0.9388
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200/200 [==============================] - 0s 1ms/step - loss: 0.1531 - accuracy: 0.9392 - val_loss: 0.1715 - val_accuracy: 0.9275
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Epoch 17/20
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1/200 [..............................] - ETA: 0s - loss: 0.1205 - accuracy: 0.9688
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68/200 [=========>....................] - ETA: 0s - loss: 0.1562 - accuracy: 0.9375
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136/200 [===================>..........] - ETA: 0s - loss: 0.1589 - accuracy: 0.9350
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199/200 [============================>.] - ETA: 0s - loss: 0.1527 - accuracy: 0.9394
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200/200 [==============================] - 0s 1ms/step - loss: 0.1531 - accuracy: 0.9392 - val_loss: 0.1716 - val_accuracy: 0.9275
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Epoch 18/20
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1/200 [..............................] - ETA: 0s - loss: 0.2231 - accuracy: 0.9062
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67/200 [=========>....................] - ETA: 0s - loss: 0.1630 - accuracy: 0.9324
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132/200 [==================>...........] - ETA: 0s - loss: 0.1583 - accuracy: 0.9354
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199/200 [============================>.] - ETA: 0s - loss: 0.1524 - accuracy: 0.9394
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200/200 [==============================] - 0s 1ms/step - loss: 0.1529 - accuracy: 0.9392 - val_loss: 0.1697 - val_accuracy: 0.9275
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Epoch 19/20
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1/200 [..............................] - ETA: 0s - loss: 0.2123 - accuracy: 0.9062
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68/200 [=========>....................] - ETA: 0s - loss: 0.1571 - accuracy: 0.9416
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134/200 [===================>..........] - ETA: 0s - loss: 0.1584 - accuracy: 0.9373
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200/200 [==============================] - ETA: 0s - loss: 0.1523 - accuracy: 0.9392
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200/200 [==============================] - 0s 996us/step - loss: 0.1523 - accuracy: 0.9392 - val_loss: 0.1678 - val_accuracy: 0.9275
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Epoch 20/20
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1/200 [..............................] - ETA: 0s - loss: 0.0634 - accuracy: 1.0000
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63/200 [========>.....................] - ETA: 0s - loss: 0.1386 - accuracy: 0.9449
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132/200 [==================>...........] - ETA: 0s - loss: 0.1481 - accuracy: 0.9427
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200/200 [==============================] - 0s 994us/step - loss: 0.1531 - accuracy: 0.9392 - val_loss: 0.1666 - val_accuracy: 0.9275
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