496/497 [============================>.] - ETA: 0s - loss: 0.6799 - acc: 0.5747
Epoch 00001: val_acc improved from -inf to 0.50088, saving model to epoch=01|accuracy=0.5746|val_accuracy=0.5009.h5
497/497 [==============================] - 457s 920ms/step - loss: 0.6799 - acc: 0.5746 - val_loss: 0.6947 - val_acc: 0.5009
Epoch 2/100
496/497 [============================>.] - ETA: 0s - loss: 0.6680 - acc: 0.5966
Epoch 00002: val_acc did not improve from 0.50088
497/497 [==============================] - 417s 838ms/step - loss: 0.6680 - acc: 0.5964 - val_loss: 0.6988 - val_acc: 0.5009
Epoch 3/100
496/497 [============================>.] - ETA: 0s - loss: 0.6645 - acc: 0.6026
Epoch 00003: val_acc did not improve from 0.50088
497/497 [==============================] - 417s 839ms/step - loss: 0.6644 - acc: 0.6026 - val_loss: 0.7026 - val_acc: 0.5009
Epoch 4/100
496/497 [============================>.] - ETA: 0s - loss: 0.6581 - acc: 0.6115
Epoch 00004: val_acc did not improve from 0.50088
497/497 [==============================] - 414s 833ms/step - loss: 0.6582 - acc: 0.6114 - val_loss: 0.6991 - val_acc: 0.5009
Epoch 5/100
496/497 [============================>.] - ETA: 0s - loss: 0.6448 - acc: 0.6275
Epoch 00005: val_acc did not improve from 0.50088
497/497 [==============================] - 413s 832ms/step - loss: 0.6447 - acc: 0.6276 - val_loss: 0.6978 - val_acc: 0.5009
Epoch 6/100
496/497 [============================>.] - ETA: 0s - loss: 0.6192 - acc: 0.6561
Epoch 00006: val_acc did not improve from 0.50088
497/497 [==============================] - 414s 833ms/step - loss: 0.6191 - acc: 0.6560 - val_loss: 0.6934 - val_acc: 0.5009
Epoch 7/100
496/497 [============================>.] - ETA: 0s - loss: 0.5809 - acc: 0.6930
Epoch 00007: val_acc did not improve from 0.50088
497/497 [==============================] - 414s 833ms/step - loss: 0.5809 - acc: 0.6930 - val_loss: 0.6959 - val_acc: 0.4991
Epoch 8/100
496/497 [============================>.] - ETA: 0s - loss: 0.5404 - acc: 0.7231
Epoch 00008: val_acc did not improve from 0.50088
497/497 [==============================] - 414s 833ms/step - loss: 0.5405 - acc: 0.7230 - val_loss: 0.6964 - val_acc: 0.4991
Epoch 9/100
496/497 [============================>.] - ETA: 0s - loss: 0.5095 - acc: 0.7461
Epoch 00009: val_acc did not improve from 0.50088
497/497 [==============================] - 413s 831ms/step - loss: 0.5094 - acc: 0.7462 - val_loss: 0.6979 - val_acc: 0.4991
Epoch 10/100
496/497 [============================>.] - ETA: 0s - loss: 0.4792 - acc: 0.7672
Epoch 00010: val_acc did not improve from 0.50088
497/497 [==============================] - 416s 837ms/step - loss: 0.4791 - acc: 0.7672 - val_loss: 0.6993 - val_acc: 0.4991
Epoch 11/100
496/497 [============================>.] - ETA: 0s - loss: 0.4598 - acc: 0.7791
Epoch 00011: val_acc improved from 0.50088 to 0.52400, saving model to epoch=11|accuracy=0.7791|val_accuracy=0.5240.h5
497/497 [==============================] - 418s 842ms/step - loss: 0.4598 - acc: 0.7791 - val_loss: 0.6898 - val_acc: 0.5240
Epoch 12/100
496/497 [============================>.] - ETA: 0s - loss: 0.4354 - acc: 0.7930
Epoch 00012: val_acc improved from 0.52400 to 0.66217, saving model to epoch=12|accuracy=0.7931|val_accuracy=0.6622.h5
497/497 [==============================] - 417s 840ms/step - loss: 0.4353 - acc: 0.7931 - val_loss: 0.6501 - val_acc: 0.6622
Epoch 13/100
496/497 [============================>.] - ETA: 0s - loss: 0.4211 - acc: 0.8039
Epoch 00013: val_acc improved from 0.66217 to 0.70533, saving model to epoch=13|accuracy=0.8040|val_accuracy=0.7053.h5
497/497 [==============================] - 415s 834ms/step - loss: 0.4211 - acc: 0.8040 - val_loss: 0.5953 - val_acc: 0.7053
Epoch 14/100
496/497 [============================>.] - ETA: 0s - loss: 0.4042 - acc: 0.8130
Epoch 00014: val_acc did not improve from 0.70533
497/497 [==============================] - 415s 836ms/step - loss: 0.4041 - acc: 0.8130 - val_loss: 0.5856 - val_acc: 0.6458
Epoch 15/100
496/497 [============================>.] - ETA: 0s - loss: 0.3831 - acc: 0.8241
Epoch 00015: val_acc improved from 0.70533 to 0.80979, saving model to epoch=15|accuracy=0.8240|val_accuracy=0.8098.h5
497/497 [==============================] - 415s 835ms/step - loss: 0.3832 - acc: 0.8240 - val_loss: 0.4172 - val_acc: 0.8098
Epoch 16/100
496/497 [============================>.] - ETA: 0s - loss: 0.3683 - acc: 0.8330
Epoch 00016: val_acc did not improve from 0.80979
497/497 [==============================] - 415s 835ms/step - loss: 0.3681 - acc: 0.8331 - val_loss: 0.4752 - val_acc: 0.7772
Epoch 17/100
496/497 [============================>.] - ETA: 0s - loss: 0.3554 - acc: 0.8387
Epoch 00017: val_acc did not improve from 0.80979
497/497 [==============================] - 414s 834ms/step - loss: 0.3553 - acc: 0.8388 - val_loss: 0.7411 - val_acc: 0.6574
Epoch 18/100
496/497 [============================>.] - ETA: 0s - loss: 0.3452 - acc: 0.8451
Epoch 00018: val_acc did not improve from 0.80979
497/497 [==============================] - 414s 832ms/step - loss: 0.3450 - acc: 0.8452 - val_loss: 0.4420 - val_acc: 0.7971
Epoch 19/100
496/497 [============================>.] - ETA: 0s - loss: 0.3309 - acc: 0.8537
Epoch 00019: val_acc did not improve from 0.80979
497/497 [==============================] - 414s 832ms/step - loss: 0.3309 - acc: 0.8537 - val_loss: 0.5179 - val_acc: 0.7847
Epoch 20/100
496/497 [============================>.] - ETA: 0s - loss: 0.3176 - acc: 0.8610
Epoch 00020: val_acc did not improve from 0.80979
497/497 [==============================] - 414s 834ms/step - loss: 0.3177 - acc: 0.8610 - val_loss: 0.5448 - val_acc: 0.7886
Epoch 21/100
496/497 [============================>.] - ETA: 0s - loss: 0.3082 - acc: 0.8658
Epoch 00021: val_acc did not improve from 0.80979
497/497 [==============================] - 414s 834ms/step - loss: 0.3081 - acc: 0.8659 - val_loss: 0.5255 - val_acc: 0.7666
Epoch 22/100
496/497 [============================>.] - ETA: 0s - loss: 0.2959 - acc: 0.8711
Epoch 00022: val_acc did not improve from 0.80979
497/497 [==============================] - 413s 831ms/step - loss: 0.2960 - acc: 0.8710 - val_loss: 1.0961 - val_acc: 0.6308
Epoch 23/100
496/497 [============================>.] - ETA: 0s - loss: 0.2850 - acc: 0.8778
Epoch 00023: val_acc did not improve from 0.80979
497/497 [==============================] - 414s 833ms/step - loss: 0.2852 - acc: 0.8776 - val_loss: 0.5302 - val_acc: 0.7637
Epoch 24/100
496/497 [============================>.] - ETA: 0s - loss: 0.2785 - acc: 0.8821
Epoch 00024: val_acc did not improve from 0.80979
497/497 [==============================] - 414s 833ms/step - loss: 0.2786 - acc: 0.8821 - val_loss: 0.4540 - val_acc: 0.8094
Epoch 25/100
496/497 [============================>.] - ETA: 0s - loss: 0.2686 - acc: 0.8859
Epoch 00025: val_acc improved from 0.80979 to 0.84715, saving model to epoch=25|accuracy=0.8859|val_accuracy=0.8472.h5
497/497 [==============================] - 414s 833ms/step - loss: 0.2686 - acc: 0.8859 - val_loss: 0.3873 - val_acc: 0.8472
Epoch 26/100
496/497 [============================>.] - ETA: 0s - loss: 0.2567 - acc: 0.8919
Epoch 00026: val_acc did not improve from 0.84715
497/497 [==============================] - 413s 832ms/step - loss: 0.2566 - acc: 0.8919 - val_loss: 0.4079 - val_acc: 0.8441
Epoch 27/100
496/497 [============================>.] - ETA: 0s - loss: 0.2507 - acc: 0.8935
Epoch 00027: val_acc did not improve from 0.84715
497/497 [==============================] - 413s 832ms/step - loss: 0.2507 - acc: 0.8934 - val_loss: 0.5698 - val_acc: 0.7753
Epoch 28/100
496/497 [============================>.] - ETA: 0s - loss: 0.2435 - acc: 0.8969
Epoch 00028: val_acc improved from 0.84715 to 0.86694, saving model to epoch=28|accuracy=0.8969|val_accuracy=0.8669.h5
497/497 [==============================] - 413s 831ms/step - loss: 0.2434 - acc: 0.8969 - val_loss: 0.3168 - val_acc: 0.8669
Epoch 29/100
496/497 [============================>.] - ETA: 0s - loss: 0.2307 - acc: 0.9052
Epoch 00029: val_acc did not improve from 0.86694
497/497 [==============================] - 412s 830ms/step - loss: 0.2307 - acc: 0.9052 - val_loss: 0.4669 - val_acc: 0.8109
Epoch 30/100
496/497 [============================>.] - ETA: 0s - loss: 0.2260 - acc: 0.9052
Epoch 00030: val_acc did not improve from 0.86694
497/497 [==============================] - 413s 830ms/step - loss: 0.2260 - acc: 0.9052 - val_loss: 0.5220 - val_acc: 0.8141
Epoch 31/100
496/497 [============================>.] - ETA: 0s - loss: 0.2190 - acc: 0.9089
Epoch 00031: val_acc did not improve from 0.86694
497/497 [==============================] - 410s 824ms/step - loss: 0.2190 - acc: 0.9089 - val_loss: 0.4593 - val_acc: 0.8160
Epoch 32/100
496/497 [============================>.] - ETA: 0s - loss: 0.2105 - acc: 0.9131
Epoch 00032: val_acc did not improve from 0.86694
497/497 [==============================] - 409s 822ms/step - loss: 0.2106 - acc: 0.9131 - val_loss: 0.4541 - val_acc: 0.8197
Epoch 33/100
496/497 [============================>.] - ETA: 0s - loss: 0.2056 - acc: 0.9156
Epoch 00033: val_acc did not improve from 0.86694
497/497 [==============================] - 407s 820ms/step - loss: 0.2055 - acc: 0.9156 - val_loss: 0.5374 - val_acc: 0.8151
Epoch 34/100
496/497 [============================>.] - ETA: 0s - loss: 0.1994 - acc: 0.9181
Epoch 00034: val_acc did not improve from 0.86694
497/497 [==============================] - 404s 812ms/step - loss: 0.1994 - acc: 0.9181 - val_loss: 0.5228 - val_acc: 0.8085
Epoch 35/100
496/497 [============================>.] - ETA: 0s - loss: 0.1933 - acc: 0.9222
Epoch 00035: val_acc improved from 0.86694 to 0.91709, saving model to epoch=35|accuracy=0.9222|val_accuracy=0.9171.h5
497/497 [==============================] - 404s 813ms/step - loss: 0.1933 - acc: 0.9222 - val_loss: 0.2014 - val_acc: 0.9171
Epoch 36/100
496/497 [============================>.] - ETA: 0s - loss: 0.1880 - acc: 0.9235
Epoch 00036: val_acc did not improve from 0.91709
497/497 [==============================] - 401s 808ms/step - loss: 0.1880 - acc: 0.9235 - val_loss: 1.2422 - val_acc: 0.6590
Epoch 37/100
496/497 [============================>.] - ETA: 0s - loss: 0.1819 - acc: 0.9266
Epoch 00037: val_acc did not improve from 0.91709
497/497 [==============================] - 403s 811ms/step - loss: 0.1819 - acc: 0.9266 - val_loss: 0.2039 - val_acc: 0.9153
Epoch 38/100
496/497 [============================>.] - ETA: 0s - loss: 0.1785 - acc: 0.9276
Epoch 00038: val_acc did not improve from 0.91709
497/497 [==============================] - 403s 811ms/step - loss: 0.1785 - acc: 0.9276 - val_loss: 1.6640 - val_acc: 0.6312
Epoch 39/100
496/497 [============================>.] - ETA: 0s - loss: 0.1718 - acc: 0.9305
Epoch 00039: val_acc did not improve from 0.91709
497/497 [==============================] - 399s 803ms/step - loss: 0.1718 - acc: 0.9305 - val_loss: 0.2761 - val_acc: 0.8964
Epoch 40/100
496/497 [============================>.] - ETA: 0s - loss: 0.1687 - acc: 0.9318
Epoch 00040: val_acc did not improve from 0.91709
497/497 [==============================] - 398s 801ms/step - loss: 0.1686 - acc: 0.9318 - val_loss: 0.9350 - val_acc: 0.7130
Epoch 41/100
496/497 [============================>.] - ETA: 0s - loss: 0.1585 - acc: 0.9362
Epoch 00041: val_acc did not improve from 0.91709
497/497 [==============================] - 395s 795ms/step - loss: 0.1586 - acc: 0.9362 - val_loss: 0.8132 - val_acc: 0.7548
Epoch 42/100
496/497 [============================>.] - ETA: 0s - loss: 0.1583 - acc: 0.9367
Epoch 00042: val_acc did not improve from 0.91709
497/497 [==============================] - 395s 795ms/step - loss: 0.1584 - acc: 0.9367 - val_loss: 0.7765 - val_acc: 0.7492
Epoch 43/100
496/497 [============================>.] - ETA: 0s - loss: 0.1539 - acc: 0.9387
Epoch 00043: val_acc did not improve from 0.91709
497/497 [==============================] - 395s 794ms/step - loss: 0.1539 - acc: 0.9387 - val_loss: 0.3991 - val_acc: 0.8511
Epoch 44/100
496/497 [============================>.] - ETA: 0s - loss: 0.1488 - acc: 0.9404
Epoch 00044: val_acc did not improve from 0.91709
497/497 [==============================] - 393s 792ms/step - loss: 0.1488 - acc: 0.9405 - val_loss: 0.2807 - val_acc: 0.9013
Epoch 45/100
496/497 [============================>.] - ETA: 0s - loss: 0.1437 - acc: 0.9417
Epoch 00045: val_acc improved from 0.91709 to 0.93429, saving model to epoch=45|accuracy=0.9417|val_accuracy=0.9343.h5
497/497 [==============================] - 398s 800ms/step - loss: 0.1436 - acc: 0.9417 - val_loss: 0.1652 - val_acc: 0.9343
Epoch 46/100
496/497 [============================>.] - ETA: 0s - loss: 0.1433 - acc: 0.9426
Epoch 00046: val_acc did not improve from 0.93429
497/497 [==============================] - 399s 804ms/step - loss: 0.1433 - acc: 0.9426 - val_loss: 0.5607 - val_acc: 0.8085
Epoch 47/100
496/497 [============================>.] - ETA: 0s - loss: 0.1346 - acc: 0.9465
Epoch 00047: val_acc did not improve from 0.93429
497/497 [==============================] - 398s 801ms/step - loss: 0.1346 - acc: 0.9465 - val_loss: 0.6610 - val_acc: 0.7869
Epoch 48/100
496/497 [============================>.] - ETA: 0s - loss: 0.1319 - acc: 0.9477
Epoch 00048: val_acc did not improve from 0.93429
497/497 [==============================] - 400s 805ms/step - loss: 0.1318 - acc: 0.9476 - val_loss: 0.3645 - val_acc: 0.8730
Epoch 49/100
496/497 [============================>.] - ETA: 0s - loss: 0.1346 - acc: 0.9464
Epoch 00049: val_acc did not improve from 0.93429
497/497 [==============================] - 400s 805ms/step - loss: 0.1346 - acc: 0.9464 - val_loss: 0.8453 - val_acc: 0.7730
Epoch 50/100
496/497 [============================>.] - ETA: 0s - loss: 0.1268 - acc: 0.9497
Epoch 00050: val_acc did not improve from 0.93429
497/497 [==============================] - 401s 807ms/step - loss: 0.1268 - acc: 0.9497 - val_loss: 1.7308 - val_acc: 0.7019
Epoch 51/100
496/497 [============================>.] - ETA: 0s - loss: 0.1233 - acc: 0.9520
Epoch 00051: val_acc did not improve from 0.93429
497/497 [==============================] - 400s 804ms/step - loss: 0.1233 - acc: 0.9520 - val_loss: 0.4524 - val_acc: 0.8500
Epoch 52/100
496/497 [============================>.] - ETA: 0s - loss: 0.1200 - acc: 0.9529
Epoch 00052: val_acc did not improve from 0.93429
497/497 [==============================] - 399s 803ms/step - loss: 0.1201 - acc: 0.9528 - val_loss: 0.6132 - val_acc: 0.8107
Epoch 53/100
496/497 [============================>.] - ETA: 0s - loss: 0.1197 - acc: 0.9525
Epoch 00053: val_acc did not improve from 0.93429
497/497 [==============================] - 398s 800ms/step - loss: 0.1198 - acc: 0.9525 - val_loss: 0.3773 - val_acc: 0.8664
Epoch 54/100
496/497 [============================>.] - ETA: 0s - loss: 0.1121 - acc: 0.9553
Epoch 00054: val_acc did not improve from 0.93429
497/497 [==============================] - 397s 799ms/step - loss: 0.1121 - acc: 0.9553 - val_loss: 1.0677 - val_acc: 0.7523
Epoch 55/100
496/497 [============================>.] - ETA: 0s - loss: 0.1121 - acc: 0.9564
Epoch 00055: val_acc did not improve from 0.93429
497/497 [==============================] - 394s 793ms/step - loss: 0.1121 - acc: 0.9564 - val_loss: 0.4324 - val_acc: 0.8583
Epoch 56/100
496/497 [============================>.] - ETA: 0s - loss: 0.1075 - acc: 0.9577
Epoch 00056: val_acc did not improve from 0.93429
497/497 [==============================] - 394s 793ms/step - loss: 0.1076 - acc: 0.9577 - val_loss: 0.3930 - val_acc: 0.8820
Epoch 57/100
496/497 [============================>.] - ETA: 0s - loss: 0.1042 - acc: 0.9594
Epoch 00057: val_acc did not improve from 0.93429
497/497 [==============================] - 395s 795ms/step - loss: 0.1042 - acc: 0.9594 - val_loss: 0.1749 - val_acc: 0.9343
Epoch 58/100
496/497 [============================>.] - ETA: 0s - loss: 0.1052 - acc: 0.9584
Epoch 00058: val_acc did not improve from 0.93429
497/497 [==============================] - 394s 792ms/step - loss: 0.1051 - acc: 0.9585 - val_loss: 0.5304 - val_acc: 0.8405
Epoch 59/100
496/497 [============================>.] - ETA: 0s - loss: 0.1048 - acc: 0.9591
Epoch 00059: val_acc did not improve from 0.93429
497/497 [==============================] - 393s 791ms/step - loss: 0.1049 - acc: 0.9591 - val_loss: 0.3300 - val_acc: 0.8810
Epoch 60/100
496/497 [============================>.] - ETA: 0s - loss: 0.1000 - acc: 0.9616
Epoch 00060: val_acc did not improve from 0.93429
497/497 [==============================] - 393s 790ms/step - loss: 0.1001 - acc: 0.9616 - val_loss: 0.3979 - val_acc: 0.8631
Epoch 61/100
496/497 [============================>.] - ETA: 0s - loss: 0.0967 - acc: 0.9628
Epoch 00061: val_acc improved from 0.93429 to 0.94223, saving model to epoch=61|accuracy=0.9628|val_accuracy=0.9422.h5
497/497 [==============================] - 392s 789ms/step - loss: 0.0967 - acc: 0.9628 - val_loss: 0.1516 - val_acc: 0.9422
Epoch 62/100
496/497 [============================>.] - ETA: 0s - loss: 0.0943 - acc: 0.9637
Epoch 00062: val_acc did not improve from 0.94223
497/497 [==============================] - 391s 786ms/step - loss: 0.0943 - acc: 0.9636 - val_loss: 0.5729 - val_acc: 0.8371
Epoch 63/100
496/497 [============================>.] - ETA: 0s - loss: 0.0921 - acc: 0.9646
Epoch 00063: val_acc did not improve from 0.94223
497/497 [==============================] - 390s 786ms/step - loss: 0.0921 - acc: 0.9646 - val_loss: 0.5511 - val_acc: 0.8284
Epoch 64/100
496/497 [============================>.] - ETA: 0s - loss: 0.0921 - acc: 0.9639
Epoch 00064: val_acc did not improve from 0.94223
497/497 [==============================] - 390s 786ms/step - loss: 0.0920 - acc: 0.9639 - val_loss: 0.4931 - val_acc: 0.8410
Epoch 65/100
496/497 [============================>.] - ETA: 0s - loss: 0.0851 - acc: 0.9671
Epoch 00065: val_acc did not improve from 0.94223
497/497 [==============================] - 391s 787ms/step - loss: 0.0851 - acc: 0.9671 - val_loss: 0.2513 - val_acc: 0.9142
Epoch 66/100
496/497 [============================>.] - ETA: 0s - loss: 0.0886 - acc: 0.9662
Epoch 00066: val_acc improved from 0.94223 to 0.94374, saving model to epoch=66|accuracy=0.9662|val_accuracy=0.9437.h5
497/497 [==============================] - 391s 786ms/step - loss: 0.0885 - acc: 0.9662 - val_loss: 0.1466 - val_acc: 0.9437
Epoch 67/100
496/497 [============================>.] - ETA: 0s - loss: 0.0840 - acc: 0.9678
Epoch 00067: val_acc did not improve from 0.94374
497/497 [==============================] - 391s 786ms/step - loss: 0.0841 - acc: 0.9677 - val_loss: 0.3300 - val_acc: 0.9069
Epoch 68/100
496/497 [============================>.] - ETA: 0s - loss: 0.0851 - acc: 0.9669
Epoch 00068: val_acc did not improve from 0.94374
497/497 [==============================] - 389s 783ms/step - loss: 0.0850 - acc: 0.9669 - val_loss: 1.3433 - val_acc: 0.7499
Epoch 69/100
496/497 [============================>.] - ETA: 0s - loss: 0.0812 - acc: 0.9689
Epoch 00069: val_acc did not improve from 0.94374
497/497 [==============================] - 389s 783ms/step - loss: 0.0812 - acc: 0.9689 - val_loss: 0.4263 - val_acc: 0.8582
Epoch 70/100
496/497 [============================>.] - ETA: 0s - loss: 0.0801 - acc: 0.9709
Epoch 00070: val_acc did not improve from 0.94374
497/497 [==============================] - 389s 783ms/step - loss: 0.0802 - acc: 0.9709 - val_loss: 0.1632 - val_acc: 0.9401
Epoch 71/100
496/497 [============================>.] - ETA: 0s - loss: 0.0791 - acc: 0.9695
Epoch 00071: val_acc did not improve from 0.94374
497/497 [==============================] - 389s 782ms/step - loss: 0.0791 - acc: 0.9695 - val_loss: 0.4719 - val_acc: 0.8703
Epoch 72/100
496/497 [============================>.] - ETA: 0s - loss: 0.0793 - acc: 0.9697
Epoch 00072: val_acc did not improve from 0.94374
497/497 [==============================] - 389s 782ms/step - loss: 0.0794 - acc: 0.9697 - val_loss: 0.2226 - val_acc: 0.9293
Epoch 73/100
496/497 [============================>.] - ETA: 0s - loss: 0.0767 - acc: 0.9707
Epoch 00073: val_acc did not improve from 0.94374
497/497 [==============================] - 388s 781ms/step - loss: 0.0767 - acc: 0.9707 - val_loss: 0.3264 - val_acc: 0.8979
Epoch 74/100
496/497 [============================>.] - ETA: 0s - loss: 0.0756 - acc: 0.9708
Epoch 00074: val_acc did not improve from 0.94374
497/497 [==============================] - 389s 783ms/step - loss: 0.0756 - acc: 0.9708 - val_loss: 0.4447 - val_acc: 0.8623
Epoch 75/100
496/497 [============================>.] - ETA: 0s - loss: 0.0719 - acc: 0.9733
Epoch 00075: val_acc did not improve from 0.94374
497/497 [==============================] - 390s 784ms/step - loss: 0.0719 - acc: 0.9733 - val_loss: 0.4398 - val_acc: 0.8670
Epoch 76/100
496/497 [============================>.] - ETA: 0s - loss: 0.0717 - acc: 0.9733
Epoch 00076: val_acc did not improve from 0.94374
497/497 [==============================] - 388s 781ms/step - loss: 0.0717 - acc: 0.9733 - val_loss: 0.4708 - val_acc: 0.8692
Epoch 77/100
496/497 [============================>.] - ETA: 0s - loss: 0.0703 - acc: 0.9728
Epoch 00077: val_acc improved from 0.94374 to 0.94859, saving model to epoch=77|accuracy=0.9727|val_accuracy=0.9486.h5
497/497 [==============================] - 389s 782ms/step - loss: 0.0704 - acc: 0.9727 - val_loss: 0.1403 - val_acc: 0.9486
Epoch 78/100
496/497 [============================>.] - ETA: 0s - loss: 0.0727 - acc: 0.9724
Epoch 00078: val_acc did not improve from 0.94859
497/497 [==============================] - 388s 781ms/step - loss: 0.0727 - acc: 0.9724 - val_loss: 0.2359 - val_acc: 0.9173
Epoch 79/100
496/497 [============================>.] - ETA: 0s - loss: 0.0696 - acc: 0.9741
Epoch 00079: val_acc improved from 0.94859 to 0.96132, saving model to epoch=79|accuracy=0.9742|val_accuracy=0.9613.h5
497/497 [==============================] - 389s 782ms/step - loss: 0.0695 - acc: 0.9742 - val_loss: 0.1096 - val_acc: 0.9613
Epoch 80/100
496/497 [============================>.] - ETA: 0s - loss: 0.0677 - acc: 0.9749
Epoch 00080: val_acc did not improve from 0.96132
497/497 [==============================] - 388s 781ms/step - loss: 0.0678 - acc: 0.9748 - val_loss: 0.2285 - val_acc: 0.9225
Epoch 81/100
496/497 [============================>.] - ETA: 0s - loss: 0.0654 - acc: 0.9751
Epoch 00081: val_acc improved from 0.96132 to 0.97902, saving model to epoch=81|accuracy=0.9751|val_accuracy=0.9790.h5
497/497 [==============================] - 388s 780ms/step - loss: 0.0654 - acc: 0.9751 - val_loss: 0.0555 - val_acc: 0.9790
Epoch 82/100
496/497 [============================>.] - ETA: 0s - loss: 0.0638 - acc: 0.9760
Epoch 00082: val_acc did not improve from 0.97902
497/497 [==============================] - 388s 781ms/step - loss: 0.0637 - acc: 0.9760 - val_loss: 0.1406 - val_acc: 0.9545
Epoch 83/100
496/497 [============================>.] - ETA: 0s - loss: 0.0633 - acc: 0.9764
Epoch 00083: val_acc did not improve from 0.97902
497/497 [==============================] - 388s 781ms/step - loss: 0.0632 - acc: 0.9765 - val_loss: 0.2741 - val_acc: 0.9223
Epoch 84/100
496/497 [============================>.] - ETA: 0s - loss: 0.0649 - acc: 0.9755
Epoch 00084: val_acc did not improve from 0.97902
497/497 [==============================] - 388s 780ms/step - loss: 0.0648 - acc: 0.9756 - val_loss: 0.3271 - val_acc: 0.9085
Epoch 85/100
496/497 [============================>.] - ETA: 0s - loss: 0.0591 - acc: 0.9776
Epoch 00085: val_acc did not improve from 0.97902
497/497 [==============================] - 388s 781ms/step - loss: 0.0590 - acc: 0.9776 - val_loss: 0.2737 - val_acc: 0.9235
Epoch 86/100
496/497 [============================>.] - ETA: 0s - loss: 0.0582 - acc: 0.9778
Epoch 00086: val_acc did not improve from 0.97902
497/497 [==============================] - 389s 782ms/step - loss: 0.0581 - acc: 0.9778 - val_loss: 0.7022 - val_acc: 0.8279
Epoch 87/100
496/497 [============================>.] - ETA: 0s - loss: 0.0595 - acc: 0.9779
Epoch 00087: val_acc improved from 0.97902 to 0.98104, saving model to epoch=87|accuracy=0.9779|val_accuracy=0.9810.h5
497/497 [==============================] - 388s 781ms/step - loss: 0.0596 - acc: 0.9779 - val_loss: 0.0542 - val_acc: 0.9810
Epoch 88/100
496/497 [============================>.] - ETA: 0s - loss: 0.0583 - acc: 0.9779
Epoch 00088: val_acc did not improve from 0.98104
497/497 [==============================] - 389s 782ms/step - loss: 0.0583 - acc: 0.9779 - val_loss: 0.4622 - val_acc: 0.8836
Epoch 89/100
496/497 [============================>.] - ETA: 0s - loss: 0.0583 - acc: 0.9781
Epoch 00089: val_acc did not improve from 0.98104
497/497 [==============================] - 387s 780ms/step - loss: 0.0583 - acc: 0.9781 - val_loss: 0.2162 - val_acc: 0.9325
Epoch 90/100
496/497 [============================>.] - ETA: 0s - loss: 0.0573 - acc: 0.9786
Epoch 00090: val_acc did not improve from 0.98104
497/497 [==============================] - 402s 809ms/step - loss: 0.0573 - acc: 0.9786 - val_loss: 0.3840 - val_acc: 0.8948
Epoch 91/100
496/497 [============================>.] - ETA: 0s - loss: 0.0567 - acc: 0.9792
Epoch 00091: val_acc improved from 0.98104 to 0.98784, saving model to epoch=91|accuracy=0.9792|val_accuracy=0.9878.h5
497/497 [==============================] - 403s 811ms/step - loss: 0.0567 - acc: 0.9792 - val_loss: 0.0372 - val_acc: 0.9878
Epoch 92/100
496/497 [============================>.] - ETA: 0s - loss: 0.0565 - acc: 0.9790
Epoch 00092: val_acc did not improve from 0.98784
497/497 [==============================] - 405s 815ms/step - loss: 0.0565 - acc: 0.9790 - val_loss: 0.3131 - val_acc: 0.9081
Epoch 93/100
496/497 [============================>.] - ETA: 0s - loss: 0.0560 - acc: 0.9796
Epoch 00093: val_acc did not improve from 0.98784
497/497 [==============================] - 405s 816ms/step - loss: 0.0560 - acc: 0.9796 - val_loss: 0.0370 - val_acc: 0.9871
Epoch 94/100
496/497 [============================>.] - ETA: 0s - loss: 0.0535 - acc: 0.9799
Epoch 00094: val_acc did not improve from 0.98784
497/497 [==============================] - 408s 821ms/step - loss: 0.0535 - acc: 0.9800 - val_loss: 0.2895 - val_acc: 0.9134
Epoch 95/100
496/497 [============================>.] - ETA: 0s - loss: 0.0528 - acc: 0.9801
Epoch 00095: val_acc did not improve from 0.98784
497/497 [==============================] - 410s 825ms/step - loss: 0.0527 - acc: 0.9801 - val_loss: 0.1045 - val_acc: 0.9665
Epoch 96/100
496/497 [============================>.] - ETA: 0s - loss: 0.0546 - acc: 0.9798
Epoch 00096: val_acc did not improve from 0.98784
497/497 [==============================] - 410s 826ms/step - loss: 0.0546 - acc: 0.9798 - val_loss: 0.1930 - val_acc: 0.9429
Epoch 97/100
496/497 [============================>.] - ETA: 0s - loss: 0.0536 - acc: 0.9796
Epoch 00097: val_acc did not improve from 0.98784
497/497 [==============================] - 411s 828ms/step - loss: 0.0537 - acc: 0.9796 - val_loss: 0.1553 - val_acc: 0.9516
Epoch 98/100
496/497 [============================>.] - ETA: 0s - loss: 0.0537 - acc: 0.9801
Epoch 00098: val_acc did not improve from 0.98784
497/497 [==============================] - 407s 819ms/step - loss: 0.0537 - acc: 0.9801 - val_loss: 0.1039 - val_acc: 0.9662
Epoch 99/100
496/497 [============================>.] - ETA: 0s - loss: 0.0513 - acc: 0.9813
Epoch 00099: val_acc improved from 0.98784 to 0.98828, saving model to epoch=99|accuracy=0.9813|val_accuracy=0.9883.h5
497/497 [==============================] - 407s 820ms/step - loss: 0.0514 - acc: 0.9813 - val_loss: 0.0320 - val_acc: 0.9883
Epoch 100/100
496/497 [============================>.] - ETA: 0s - loss: 0.0496 - acc: 0.9822
Epoch 00100: val_acc did not improve from 0.98828
497/497 [==============================] - 404s 813ms/step - loss: 0.0497 - acc: 0.9821 - val_loss: 0.0367 - val_acc: 0.9870