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1000 epochs.txt
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1000 epochs.txt
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1000
Epoch 1/1000
104/104 [==============================] - 19s 178ms/step - loss: 7.2889 - acc: 0.2391 - val_loss: 1.5885 - val_acc: 0.2273
Epoch 2/1000
104/104 [==============================] - 17s 167ms/step - loss: 1.5897 - acc: 0.2502 - val_loss: 1.5611 - val_acc: 0.2691
Epoch 3/1000
104/104 [==============================] - 18s 168ms/step - loss: 1.5706 - acc: 0.2638 - val_loss: 1.5513 - val_acc: 0.2527
Epoch 4/1000
104/104 [==============================] - 17s 168ms/step - loss: 1.5569 - acc: 0.2680 - val_loss: 1.5418 - val_acc: 0.2691
Epoch 5/1000
104/104 [==============================] - 17s 166ms/step - loss: 1.5621 - acc: 0.2596 - val_loss: 1.5510 - val_acc: 0.2473
Epoch 6/1000
104/104 [==============================] - 17s 166ms/step - loss: 1.5513 - acc: 0.2662 - val_loss: 1.5472 - val_acc: 0.2618
Epoch 7/1000
104/104 [==============================] - 17s 163ms/step - loss: 1.5444 - acc: 0.2619 - val_loss: 1.5337 - val_acc: 0.3000
Epoch 8/1000
104/104 [==============================] - 17s 162ms/step - loss: 1.5536 - acc: 0.2694 - val_loss: 1.5392 - val_acc: 0.2818
Epoch 9/1000
104/104 [==============================] - 17s 163ms/step - loss: 1.5521 - acc: 0.2524 - val_loss: 1.5550 - val_acc: 0.2545
Epoch 10/1000
104/104 [==============================] - 17s 164ms/step - loss: 1.5489 - acc: 0.2751 - val_loss: 1.5473 - val_acc: 0.2691
Epoch 11/1000
104/104 [==============================] - 17s 163ms/step - loss: 1.5475 - acc: 0.2727 - val_loss: 1.5470 - val_acc: 0.2673
Epoch 12/1000
104/104 [==============================] - 17s 162ms/step - loss: 1.5495 - acc: 0.2679 - val_loss: 1.5475 - val_acc: 0.2491
Epoch 13/1000
104/104 [==============================] - 17s 164ms/step - loss: 1.5427 - acc: 0.2686 - val_loss: 1.5414 - val_acc: 0.2891
Epoch 14/1000
104/104 [==============================] - 17s 165ms/step - loss: 1.5438 - acc: 0.2802 - val_loss: 1.5408 - val_acc: 0.2836
Epoch 15/1000
104/104 [==============================] - 17s 166ms/step - loss: 1.5422 - acc: 0.2932 - val_loss: 1.5414 - val_acc: 0.2818
Epoch 16/1000
104/104 [==============================] - 17s 163ms/step - loss: 1.5405 - acc: 0.2862 - val_loss: 1.5490 - val_acc: 0.2545
Epoch 17/1000
104/104 [==============================] - 17s 163ms/step - loss: 1.5558 - acc: 0.2548 - val_loss: 1.5470 - val_acc: 0.2691
Epoch 18/1000
104/104 [==============================] - 17s 164ms/step - loss: 1.5469 - acc: 0.2706 - val_loss: 1.5427 - val_acc: 0.2582
Epoch 19/1000
104/104 [==============================] - 17s 162ms/step - loss: 1.5377 - acc: 0.2890 - val_loss: 1.5381 - val_acc: 0.2873
Epoch 20/1000
104/104 [==============================] - 17s 164ms/step - loss: 1.5459 - acc: 0.2682 - val_loss: 1.5402 - val_acc: 0.2909
Epoch 21/1000
104/104 [==============================] - 17s 163ms/step - loss: 1.5343 - acc: 0.2785 - val_loss: 1.5382 - val_acc: 0.2945
Epoch 22/1000
104/104 [==============================] - 17s 162ms/step - loss: 1.5350 - acc: 0.2851 - val_loss: 1.5333 - val_acc: 0.2564
Epoch 23/1000
104/104 [==============================] - 17s 161ms/step - loss: 1.5318 - acc: 0.2920 - val_loss: 1.5353 - val_acc: 0.2945
Epoch 24/1000
104/104 [==============================] - 17s 163ms/step - loss: 1.5223 - acc: 0.2884 - val_loss: 1.5253 - val_acc: 0.2964
Epoch 25/1000
104/104 [==============================] - 17s 162ms/step - loss: 1.5294 - acc: 0.2944 - val_loss: 1.5355 - val_acc: 0.2964
Epoch 26/1000
104/104 [==============================] - 17s 162ms/step - loss: 1.5377 - acc: 0.2869 - val_loss: 1.5433 - val_acc: 0.2800
Epoch 27/1000
104/104 [==============================] - 17s 161ms/step - loss: 1.5176 - acc: 0.3054 - val_loss: 1.5234 - val_acc: 0.2745
Epoch 28/1000
104/104 [==============================] - 17s 161ms/step - loss: 1.5206 - acc: 0.2857 - val_loss: 1.5240 - val_acc: 0.2636
Epoch 29/1000
104/104 [==============================] - 17s 164ms/step - loss: 1.5047 - acc: 0.3103 - val_loss: 1.5258 - val_acc: 0.2945
Epoch 30/1000
104/104 [==============================] - 17s 163ms/step - loss: 1.5115 - acc: 0.2950 - val_loss: 1.5215 - val_acc: 0.2982
Epoch 31/1000
104/104 [==============================] - 17s 163ms/step - loss: 1.5086 - acc: 0.3115 - val_loss: 1.5397 - val_acc: 0.2691
Epoch 32/1000
104/104 [==============================] - 17s 163ms/step - loss: 1.5080 - acc: 0.3088 - val_loss: 1.5088 - val_acc: 0.2836
Epoch 33/1000
104/104 [==============================] - 17s 160ms/step - loss: 1.5023 - acc: 0.2923 - val_loss: 1.5278 - val_acc: 0.2855
Epoch 34/1000
104/104 [==============================] - 17s 161ms/step - loss: 1.4990 - acc: 0.3073 - val_loss: 1.5206 - val_acc: 0.2818
Epoch 35/1000
104/104 [==============================] - 17s 161ms/step - loss: 1.5005 - acc: 0.3037 - val_loss: 1.4952 - val_acc: 0.3036
Epoch 36/1000
104/104 [==============================] - 17s 162ms/step - loss: 1.4926 - acc: 0.3247 - val_loss: 1.5161 - val_acc: 0.2982
Epoch 37/1000
104/104 [==============================] - 17s 162ms/step - loss: 1.5063 - acc: 0.3085 - val_loss: 1.5178 - val_acc: 0.2673
Epoch 38/1000
104/104 [==============================] - 17s 162ms/step - loss: 1.4825 - acc: 0.3148 - val_loss: 1.5166 - val_acc: 0.3127
Epoch 39/1000
104/104 [==============================] - 17s 164ms/step - loss: 1.4718 - acc: 0.3251 - val_loss: 1.5190 - val_acc: 0.2764
Epoch 40/1000
104/104 [==============================] - 17s 162ms/step - loss: 1.4798 - acc: 0.3152 - val_loss: 1.5106 - val_acc: 0.2873
Epoch 41/1000
104/104 [==============================] - 17s 162ms/step - loss: 1.4776 - acc: 0.3316 - val_loss: 1.5140 - val_acc: 0.2636
Epoch 42/1000
104/104 [==============================] - 17s 162ms/step - loss: 1.4748 - acc: 0.3256 - val_loss: 1.5024 - val_acc: 0.3091
Epoch 43/1000
104/104 [==============================] - 17s 163ms/step - loss: 1.4689 - acc: 0.3361 - val_loss: 1.5073 - val_acc: 0.2982
Epoch 44/1000
104/104 [==============================] - 17s 163ms/step - loss: 1.4552 - acc: 0.3509 - val_loss: 1.5033 - val_acc: 0.2909
Epoch 45/1000
104/104 [==============================] - 17s 163ms/step - loss: 1.4542 - acc: 0.3335 - val_loss: 1.5086 - val_acc: 0.2709
Epoch 46/1000
104/104 [==============================] - 17s 164ms/step - loss: 1.4762 - acc: 0.3195 - val_loss: 1.5363 - val_acc: 0.2764
Epoch 47/1000
104/104 [==============================] - 17s 164ms/step - loss: 1.4663 - acc: 0.3340 - val_loss: 1.5121 - val_acc: 0.2782
Epoch 48/1000
104/104 [==============================] - 17s 163ms/step - loss: 1.4499 - acc: 0.3452 - val_loss: 1.5385 - val_acc: 0.2818
Epoch 49/1000
104/104 [==============================] - 17s 164ms/step - loss: 1.4448 - acc: 0.3419 - val_loss: 1.5267 - val_acc: 0.2727
Epoch 50/1000
104/104 [==============================] - 17s 163ms/step - loss: 1.4305 - acc: 0.3713 - val_loss: 1.5115 - val_acc: 0.2673
Epoch 51/1000
104/104 [==============================] - 17s 163ms/step - loss: 1.4430 - acc: 0.3472 - val_loss: 1.5026 - val_acc: 0.3000
Epoch 52/1000
104/104 [==============================] - 17s 164ms/step - loss: 1.4306 - acc: 0.3532 - val_loss: 1.5167 - val_acc: 0.2818
Epoch 53/1000
104/104 [==============================] - 17s 164ms/step - loss: 1.4461 - acc: 0.3458 - val_loss: 1.5043 - val_acc: 0.2982
Epoch 54/1000
104/104 [==============================] - 17s 164ms/step - loss: 1.4406 - acc: 0.3490 - val_loss: 1.5160 - val_acc: 0.3000
Epoch 55/1000
104/104 [==============================] - 17s 163ms/step - loss: 1.4245 - acc: 0.3500 - val_loss: 1.5201 - val_acc: 0.2873
Epoch 56/1000
104/104 [==============================] - 17s 163ms/step - loss: 1.4135 - acc: 0.3686 - val_loss: 1.5186 - val_acc: 0.3000
Epoch 57/1000
104/104 [==============================] - 17s 163ms/step - loss: 1.4256 - acc: 0.3577 - val_loss: 1.5062 - val_acc: 0.3164
Epoch 58/1000
104/104 [==============================] - 17s 163ms/step - loss: 1.4275 - acc: 0.3647 - val_loss: 1.5220 - val_acc: 0.2945
Epoch 59/1000
104/104 [==============================] - 17s 165ms/step - loss: 1.4192 - acc: 0.3613 - val_loss: 1.5238 - val_acc: 0.2945
Epoch 60/1000
104/104 [==============================] - 17s 167ms/step - loss: 1.4232 - acc: 0.3695 - val_loss: 1.5042 - val_acc: 0.3073
Epoch 61/1000
104/104 [==============================] - 17s 167ms/step - loss: 1.4187 - acc: 0.3689 - val_loss: 1.5046 - val_acc: 0.3145
Epoch 62/1000
104/104 [==============================] - 17s 166ms/step - loss: 1.4034 - acc: 0.3800 - val_loss: 1.4938 - val_acc: 0.3091
Epoch 63/1000
104/104 [==============================] - 17s 168ms/step - loss: 1.4014 - acc: 0.3643 - val_loss: 1.4951 - val_acc: 0.3091
Epoch 64/1000
104/104 [==============================] - 17s 166ms/step - loss: 1.3884 - acc: 0.3860 - val_loss: 1.4989 - val_acc: 0.3273
Epoch 65/1000
104/104 [==============================] - 17s 167ms/step - loss: 1.4012 - acc: 0.3659 - val_loss: 1.5150 - val_acc: 0.3036
Epoch 66/1000
104/104 [==============================] - 17s 166ms/step - loss: 1.3847 - acc: 0.3764 - val_loss: 1.5226 - val_acc: 0.2727
Epoch 67/1000
104/104 [==============================] - 17s 167ms/step - loss: 1.3886 - acc: 0.3794 - val_loss: 1.5055 - val_acc: 0.2927
Epoch 68/1000
104/104 [==============================] - 17s 166ms/step - loss: 1.4132 - acc: 0.3581 - val_loss: 1.5182 - val_acc: 0.3036
Epoch 69/1000
104/104 [==============================] - 17s 167ms/step - loss: 1.3942 - acc: 0.3746 - val_loss: 1.5167 - val_acc: 0.2764
Epoch 70/1000
104/104 [==============================] - 17s 167ms/step - loss: 1.3674 - acc: 0.3983 - val_loss: 1.5160 - val_acc: 0.2909
Epoch 71/1000
104/104 [==============================] - 17s 167ms/step - loss: 1.3940 - acc: 0.3752 - val_loss: 1.5167 - val_acc: 0.2982
Epoch 72/1000
104/104 [==============================] - 17s 166ms/step - loss: 1.3745 - acc: 0.3872 - val_loss: 1.5304 - val_acc: 0.2745
Epoch 73/1000
104/104 [==============================] - 17s 167ms/step - loss: 1.3737 - acc: 0.3896 - val_loss: 1.5010 - val_acc: 0.3018
Epoch 74/1000
104/104 [==============================] - 17s 167ms/step - loss: 1.3612 - acc: 0.3733 - val_loss: 1.5049 - val_acc: 0.3073
Epoch 75/1000
104/104 [==============================] - 17s 166ms/step - loss: 1.3611 - acc: 0.3839 - val_loss: 1.5002 - val_acc: 0.3236
Epoch 76/1000
104/104 [==============================] - 17s 166ms/step - loss: 1.3563 - acc: 0.3998 - val_loss: 1.5063 - val_acc: 0.3145
Epoch 77/1000
104/104 [==============================] - 17s 167ms/step - loss: 1.3431 - acc: 0.4198 - val_loss: 1.4946 - val_acc: 0.3018
Epoch 78/1000
104/104 [==============================] - 17s 167ms/step - loss: 1.3491 - acc: 0.4085 - val_loss: 1.5274 - val_acc: 0.2945
Epoch 79/1000
104/104 [==============================] - 17s 167ms/step - loss: 1.3569 - acc: 0.4124 - val_loss: 1.4991 - val_acc: 0.3364
Epoch 80/1000
104/104 [==============================] - 18s 169ms/step - loss: 1.3468 - acc: 0.4222 - val_loss: 1.5185 - val_acc: 0.3018
Epoch 81/1000
104/104 [==============================] - 17s 167ms/step - loss: 1.3500 - acc: 0.4059 - val_loss: 1.5326 - val_acc: 0.2855
Epoch 82/1000
104/104 [==============================] - 17s 166ms/step - loss: 1.3361 - acc: 0.4242 - val_loss: 1.5045 - val_acc: 0.3036
Epoch 83/1000
104/104 [==============================] - 17s 167ms/step - loss: 1.3205 - acc: 0.4175 - val_loss: 1.5228 - val_acc: 0.3000
Epoch 84/1000
104/104 [==============================] - 17s 168ms/step - loss: 1.3406 - acc: 0.4088 - val_loss: 1.5297 - val_acc: 0.2982
Epoch 85/1000
104/104 [==============================] - 17s 166ms/step - loss: 1.3188 - acc: 0.4329 - val_loss: 1.5041 - val_acc: 0.2982
Epoch 86/1000
104/104 [==============================] - 17s 167ms/step - loss: 1.3413 - acc: 0.4065 - val_loss: 1.5088 - val_acc: 0.2927
Epoch 87/1000
104/104 [==============================] - 17s 166ms/step - loss: 1.3449 - acc: 0.4022 - val_loss: 1.5189 - val_acc: 0.2873
Epoch 88/1000
104/104 [==============================] - 17s 167ms/step - loss: 1.3228 - acc: 0.4251 - val_loss: 1.5221 - val_acc: 0.2855
Epoch 89/1000
104/104 [==============================] - 17s 168ms/step - loss: 1.3244 - acc: 0.4215 - val_loss: 1.5172 - val_acc: 0.2945
Epoch 90/1000
104/104 [==============================] - 18s 169ms/step - loss: 1.3075 - acc: 0.4154 - val_loss: 1.5098 - val_acc: 0.2927
Epoch 91/1000
104/104 [==============================] - 17s 165ms/step - loss: 1.3107 - acc: 0.4325 - val_loss: 1.5066 - val_acc: 0.3164
Epoch 92/1000
104/104 [==============================] - 17s 165ms/step - loss: 1.3134 - acc: 0.4194 - val_loss: 1.5072 - val_acc: 0.2873
Epoch 93/1000
104/104 [==============================] - 17s 164ms/step - loss: 1.3135 - acc: 0.4422 - val_loss: 1.4985 - val_acc: 0.2891
Epoch 94/1000
104/104 [==============================] - 17s 165ms/step - loss: 1.2795 - acc: 0.4416 - val_loss: 1.4964 - val_acc: 0.3236
Epoch 95/1000
104/104 [==============================] - 17s 167ms/step - loss: 1.3001 - acc: 0.4305 - val_loss: 1.5073 - val_acc: 0.3164
Epoch 96/1000
104/104 [==============================] - 17s 167ms/step - loss: 1.2791 - acc: 0.4539 - val_loss: 1.5132 - val_acc: 0.2982
Epoch 97/1000
104/104 [==============================] - 17s 167ms/step - loss: 1.2820 - acc: 0.4458 - val_loss: 1.5142 - val_acc: 0.3036
Epoch 98/1000
104/104 [==============================] - 17s 166ms/step - loss: 1.2774 - acc: 0.4448 - val_loss: 1.4999 - val_acc: 0.2982
Epoch 99/1000
104/104 [==============================] - 17s 166ms/step - loss: 1.2706 - acc: 0.4441 - val_loss: 1.5189 - val_acc: 0.2727
Epoch 100/1000
104/104 [==============================] - 17s 166ms/step - loss: 1.2874 - acc: 0.4407 - val_loss: 1.5107 - val_acc: 0.3164
Epoch 101/1000
104/104 [==============================] - 17s 167ms/step - loss: 1.2762 - acc: 0.4562 - val_loss: 1.5161 - val_acc: 0.2891
Epoch 102/1000
104/104 [==============================] - 17s 168ms/step - loss: 1.2403 - acc: 0.4709 - val_loss: 1.5204 - val_acc: 0.2982
Epoch 103/1000
104/104 [==============================] - 17s 167ms/step - loss: 1.2747 - acc: 0.4550 - val_loss: 1.5179 - val_acc: 0.2836
Epoch 104/1000
104/104 [==============================] - 17s 167ms/step - loss: 1.2736 - acc: 0.4544 - val_loss: 1.5243 - val_acc: 0.2945
Epoch 105/1000
104/104 [==============================] - 17s 167ms/step - loss: 1.2579 - acc: 0.4536 - val_loss: 1.5239 - val_acc: 0.2909
Epoch 106/1000
104/104 [==============================] - 17s 166ms/step - loss: 1.2536 - acc: 0.4501 - val_loss: 1.5158 - val_acc: 0.2945
Epoch 107/1000
104/104 [==============================] - 17s 165ms/step - loss: 1.2557 - acc: 0.4463 - val_loss: 1.5136 - val_acc: 0.2891
Epoch 108/1000
104/104 [==============================] - 17s 166ms/step - loss: 1.2655 - acc: 0.4514 - val_loss: 1.5248 - val_acc: 0.2818
Epoch 109/1000
104/104 [==============================] - 18s 169ms/step - loss: 1.2569 - acc: 0.4581 - val_loss: 1.5234 - val_acc: 0.2909
Epoch 110/1000
104/104 [==============================] - 17s 167ms/step - loss: 1.2531 - acc: 0.4536 - val_loss: 1.5044 - val_acc: 0.2891
Epoch 111/1000
104/104 [==============================] - 17s 167ms/step - loss: 1.2389 - acc: 0.4797 - val_loss: 1.5253 - val_acc: 0.3036
Epoch 112/1000
104/104 [==============================] - 17s 167ms/step - loss: 1.2356 - acc: 0.4626 - val_loss: 1.5313 - val_acc: 0.2873
Epoch 113/1000
104/104 [==============================] - 17s 168ms/step - loss: 1.2013 - acc: 0.4873 - val_loss: 1.5321 - val_acc: 0.2818
Epoch 114/1000
104/104 [==============================] - 17s 168ms/step - loss: 1.2290 - acc: 0.4809 - val_loss: 1.5368 - val_acc: 0.2673
Epoch 115/1000
104/104 [==============================] - 17s 166ms/step - loss: 1.2516 - acc: 0.4730 - val_loss: 1.5424 - val_acc: 0.2800
Epoch 116/1000
104/104 [==============================] - 17s 167ms/step - loss: 1.2404 - acc: 0.4752 - val_loss: 1.5205 - val_acc: 0.3036
Epoch 117/1000
104/104 [==============================] - 17s 161ms/step - loss: 1.2269 - acc: 0.4962 - val_loss: 1.5237 - val_acc: 0.3036
Epoch 118/1000
104/104 [==============================] - 17s 164ms/step - loss: 1.2539 - acc: 0.4725 - val_loss: 1.5129 - val_acc: 0.2818
Epoch 119/1000
104/104 [==============================] - 17s 165ms/step - loss: 1.2352 - acc: 0.4662 - val_loss: 1.5262 - val_acc: 0.2964
Epoch 120/1000
104/104 [==============================] - 17s 167ms/step - loss: 1.2203 - acc: 0.4824 - val_loss: 1.5327 - val_acc: 0.2836
Epoch 121/1000
104/104 [==============================] - 17s 166ms/step - loss: 1.2177 - acc: 0.4780 - val_loss: 1.5295 - val_acc: 0.3055
Epoch 122/1000
104/104 [==============================] - 17s 167ms/step - loss: 1.2238 - acc: 0.4915 - val_loss: 1.5336 - val_acc: 0.2800
Epoch 123/1000
104/104 [==============================] - 17s 167ms/step - loss: 1.2116 - acc: 0.4761 - val_loss: 1.5376 - val_acc: 0.2982
Epoch 124/1000
104/104 [==============================] - 17s 164ms/step - loss: 1.2430 - acc: 0.4593 - val_loss: 1.5482 - val_acc: 0.2655
Epoch 125/1000
104/104 [==============================] - 17s 166ms/step - loss: 1.1964 - acc: 0.4797 - val_loss: 1.5395 - val_acc: 0.2818
Epoch 126/1000
104/104 [==============================] - 17s 167ms/step - loss: 1.2139 - acc: 0.4858 - val_loss: 1.5378 - val_acc: 0.2782
Epoch 127/1000
104/104 [==============================] - 17s 165ms/step - loss: 1.2056 - acc: 0.4875 - val_loss: 1.5328 - val_acc: 0.2982
Epoch 128/1000
104/104 [==============================] - 17s 162ms/step - loss: 1.2273 - acc: 0.4924 - val_loss: 1.5229 - val_acc: 0.2655
Epoch 129/1000
104/104 [==============================] - 17s 162ms/step - loss: 1.2160 - acc: 0.4944 - val_loss: 1.5394 - val_acc: 0.2836
Epoch 130/1000
104/104 [==============================] - 17s 166ms/step - loss: 1.1852 - acc: 0.4993 - val_loss: 1.5372 - val_acc: 0.2891
Epoch 131/1000
104/104 [==============================] - 17s 167ms/step - loss: 1.1876 - acc: 0.4939 - val_loss: 1.5440 - val_acc: 0.2764
Epoch 132/1000
104/104 [==============================] - 17s 167ms/step - loss: 1.2131 - acc: 0.4801 - val_loss: 1.5520 - val_acc: 0.2800
Epoch 133/1000
104/104 [==============================] - 18s 168ms/step - loss: 1.1897 - acc: 0.4936 - val_loss: 1.5482 - val_acc: 0.2818
Epoch 134/1000
104/104 [==============================] - 17s 164ms/step - loss: 1.2058 - acc: 0.4968 - val_loss: 1.5425 - val_acc: 0.2891
Epoch 135/1000
104/104 [==============================] - 17s 166ms/step - loss: 1.2525 - acc: 0.4817 - val_loss: 1.5411 - val_acc: 0.3018
Epoch 136/1000
104/104 [==============================] - 18s 169ms/step - loss: 1.1937 - acc: 0.5064 - val_loss: 1.5356 - val_acc: 0.2964
Epoch 137/1000
104/104 [==============================] - 17s 167ms/step - loss: 1.1832 - acc: 0.4978 - val_loss: 1.5332 - val_acc: 0.2927
Epoch 138/1000
104/104 [==============================] - 17s 166ms/step - loss: 1.1569 - acc: 0.5113 - val_loss: 1.5549 - val_acc: 0.2782
Epoch 139/1000
104/104 [==============================] - 17s 165ms/step - loss: 1.1968 - acc: 0.5107 - val_loss: 1.5443 - val_acc: 0.2873
Epoch 140/1000
104/104 [==============================] - 17s 167ms/step - loss: 1.1839 - acc: 0.4969 - val_loss: 1.5590 - val_acc: 0.2927
Epoch 141/1000
104/104 [==============================] - 17s 164ms/step - loss: 1.1950 - acc: 0.4881 - val_loss: 1.5590 - val_acc: 0.2964
Epoch 142/1000
104/104 [==============================] - 17s 165ms/step - loss: 1.1746 - acc: 0.4965 - val_loss: 1.5490 - val_acc: 0.2964
Epoch 143/1000
104/104 [==============================] - 17s 165ms/step - loss: 1.1773 - acc: 0.5074 - val_loss: 1.5449 - val_acc: 0.3018
Epoch 144/1000
104/104 [==============================] - 17s 168ms/step - loss: 1.2158 - acc: 0.4848 - val_loss: 1.5342 - val_acc: 0.2964
Epoch 145/1000
104/104 [==============================] - 17s 167ms/step - loss: 1.1475 - acc: 0.5115 - val_loss: 1.5292 - val_acc: 0.3091
Epoch 146/1000
104/104 [==============================] - 17s 166ms/step - loss: 1.1594 - acc: 0.5181 - val_loss: 1.5470 - val_acc: 0.3000
Epoch 147/1000
104/104 [==============================] - 17s 167ms/step - loss: 1.1401 - acc: 0.5191 - val_loss: 1.5470 - val_acc: 0.3109
Epoch 148/1000
104/104 [==============================] - 17s 163ms/step - loss: 1.1640 - acc: 0.5226 - val_loss: 1.5299 - val_acc: 0.3273
Epoch 149/1000
104/104 [==============================] - 17s 164ms/step - loss: 1.1563 - acc: 0.5268 - val_loss: 1.5303 - val_acc: 0.3091
Epoch 150/1000
104/104 [==============================] - 17s 163ms/step - loss: 1.1666 - acc: 0.4960 - val_loss: 1.5311 - val_acc: 0.3164
Epoch 151/1000
104/104 [==============================] - 17s 166ms/step - loss: 1.1782 - acc: 0.5134 - val_loss: 1.5376 - val_acc: 0.3036
Epoch 152/1000
104/104 [==============================] - 17s 166ms/step - loss: 1.1303 - acc: 0.5149 - val_loss: 1.5372 - val_acc: 0.3055
Epoch 153/1000
104/104 [==============================] - 17s 164ms/step - loss: 1.1372 - acc: 0.5128 - val_loss: 1.5502 - val_acc: 0.3036
Epoch 154/1000
104/104 [==============================] - 17s 165ms/step - loss: 1.1385 - acc: 0.5202 - val_loss: 1.5562 - val_acc: 0.2855
Epoch 155/1000
104/104 [==============================] - 17s 163ms/step - loss: 1.1685 - acc: 0.5221 - val_loss: 1.5368 - val_acc: 0.3091
Epoch 156/1000
104/104 [==============================] - 17s 165ms/step - loss: 1.1513 - acc: 0.5104 - val_loss: 1.5428 - val_acc: 0.3200
Epoch 157/1000
104/104 [==============================] - 17s 167ms/step - loss: 1.1543 - acc: 0.5178 - val_loss: 1.5387 - val_acc: 0.2818
Epoch 158/1000
104/104 [==============================] - 17s 167ms/step - loss: 1.1392 - acc: 0.5103 - val_loss: 1.5489 - val_acc: 0.3055
Epoch 159/1000
104/104 [==============================] - 17s 167ms/step - loss: 1.1352 - acc: 0.5251 - val_loss: 1.5503 - val_acc: 0.3036
Epoch 160/1000
104/104 [==============================] - 17s 163ms/step - loss: 1.1380 - acc: 0.5269 - val_loss: 1.5553 - val_acc: 0.3036
Epoch 161/1000
104/104 [==============================] - 17s 163ms/step - loss: 1.1252 - acc: 0.5416 - val_loss: 1.5646 - val_acc: 0.2945
Epoch 162/1000
104/104 [==============================] - 17s 167ms/step - loss: 1.1539 - acc: 0.5203 - val_loss: 1.5470 - val_acc: 0.3127
Epoch 163/1000
104/104 [==============================] - 17s 166ms/step - loss: 1.1197 - acc: 0.5452 - val_loss: 1.5507 - val_acc: 0.2945
Epoch 164/1000
104/104 [==============================] - 17s 163ms/step - loss: 1.1408 - acc: 0.5267 - val_loss: 1.5365 - val_acc: 0.3000
Epoch 165/1000
104/104 [==============================] - 17s 167ms/step - loss: 1.1102 - acc: 0.5383 - val_loss: 1.5568 - val_acc: 0.2891
Epoch 166/1000
104/104 [==============================] - 17s 167ms/step - loss: 1.1187 - acc: 0.5377 - val_loss: 1.5504 - val_acc: 0.3055
Epoch 167/1000
104/104 [==============================] - 17s 166ms/step - loss: 1.1270 - acc: 0.5320 - val_loss: 1.5525 - val_acc: 0.3018
Epoch 168/1000
104/104 [==============================] - 17s 166ms/step - loss: 1.1221 - acc: 0.5335 - val_loss: 1.5536 - val_acc: 0.2855
Epoch 169/1000
104/104 [==============================] - 17s 167ms/step - loss: 1.1062 - acc: 0.5461 - val_loss: 1.5513 - val_acc: 0.2691
Epoch 170/1000
104/104 [==============================] - 17s 166ms/step - loss: 1.1125 - acc: 0.5442 - val_loss: 1.5440 - val_acc: 0.2673
Epoch 171/1000
104/104 [==============================] - 17s 161ms/step - loss: 1.0949 - acc: 0.5425 - val_loss: 1.5413 - val_acc: 0.2836
Epoch 172/1000
104/104 [==============================] - 17s 165ms/step - loss: 1.1376 - acc: 0.5302 - val_loss: 1.5466 - val_acc: 0.3127
Epoch 173/1000
104/104 [==============================] - 17s 164ms/step - loss: 1.1203 - acc: 0.5296 - val_loss: 1.5509 - val_acc: 0.2782
Epoch 174/1000
104/104 [==============================] - 17s 167ms/step - loss: 1.1142 - acc: 0.5422 - val_loss: 1.5695 - val_acc: 0.2691
Epoch 175/1000
104/104 [==============================] - 18s 169ms/step - loss: 1.0850 - acc: 0.5596 - val_loss: 1.5753 - val_acc: 0.2818
Epoch 176/1000
104/104 [==============================] - 17s 166ms/step - loss: 1.1327 - acc: 0.5298 - val_loss: 1.6666 - val_acc: 0.2600
Epoch 177/1000
104/104 [==============================] - 17s 163ms/step - loss: 1.1763 - acc: 0.5203 - val_loss: 1.5813 - val_acc: 0.3000
Epoch 178/1000
104/104 [==============================] - 17s 166ms/step - loss: 1.1094 - acc: 0.5332 - val_loss: 1.5777 - val_acc: 0.2873
Epoch 179/1000
104/104 [==============================] - 17s 168ms/step - loss: 1.1328 - acc: 0.5428 - val_loss: 1.5658 - val_acc: 0.2836
Epoch 180/1000
104/104 [==============================] - 17s 166ms/step - loss: 1.1097 - acc: 0.5521 - val_loss: 1.5749 - val_acc: 0.2818
Epoch 181/1000
104/104 [==============================] - 17s 167ms/step - loss: 1.0762 - acc: 0.5529 - val_loss: 1.5727 - val_acc: 0.3218
Epoch 182/1000
104/104 [==============================] - 17s 168ms/step - loss: 1.0758 - acc: 0.5620 - val_loss: 1.5737 - val_acc: 0.3036
Epoch 183/1000
104/104 [==============================] - 17s 166ms/step - loss: 1.0926 - acc: 0.5413 - val_loss: 1.5709 - val_acc: 0.3036
Epoch 184/1000
104/104 [==============================] - 17s 167ms/step - loss: 1.0837 - acc: 0.5533 - val_loss: 1.5701 - val_acc: 0.2927
Epoch 185/1000
104/104 [==============================] - 17s 167ms/step - loss: 1.1049 - acc: 0.5561 - val_loss: 1.5625 - val_acc: 0.3109
Epoch 186/1000
104/104 [==============================] - 17s 165ms/step - loss: 1.0700 - acc: 0.5732 - val_loss: 1.5633 - val_acc: 0.3145
Epoch 187/1000
104/104 [==============================] - 17s 165ms/step - loss: 1.1124 - acc: 0.5326 - val_loss: 1.5753 - val_acc: 0.3073
Epoch 188/1000
104/104 [==============================] - 17s 167ms/step - loss: 1.0891 - acc: 0.5437 - val_loss: 1.5734 - val_acc: 0.2964
Epoch 189/1000
104/104 [==============================] - 17s 166ms/step - loss: 1.0852 - acc: 0.5413 - val_loss: 1.5799 - val_acc: 0.2891
Epoch 190/1000
104/104 [==============================] - 17s 165ms/step - loss: 1.1146 - acc: 0.5461 - val_loss: 1.5887 - val_acc: 0.2727
Epoch 191/1000
104/104 [==============================] - 17s 165ms/step - loss: 1.1015 - acc: 0.5425 - val_loss: 1.5697 - val_acc: 0.3145
Epoch 192/1000
104/104 [==============================] - 17s 164ms/step - loss: 1.0854 - acc: 0.5621 - val_loss: 1.5886 - val_acc: 0.3182
Epoch 193/1000
104/104 [==============================] - 17s 164ms/step - loss: 1.0620 - acc: 0.5657 - val_loss: 1.5901 - val_acc: 0.3018
Epoch 194/1000
104/104 [==============================] - 17s 163ms/step - loss: 1.0407 - acc: 0.5812 - val_loss: 1.5970 - val_acc: 0.2727
Epoch 195/1000
104/104 [==============================] - 18s 169ms/step - loss: 1.1115 - acc: 0.5413 - val_loss: 1.5654 - val_acc: 0.2873
Epoch 196/1000
104/104 [==============================] - 17s 166ms/step - loss: 1.0945 - acc: 0.5462 - val_loss: 1.5642 - val_acc: 0.2855
Epoch 197/1000
104/104 [==============================] - 17s 168ms/step - loss: 1.0630 - acc: 0.5665 - val_loss: 1.5696 - val_acc: 0.2873
Epoch 198/1000
104/104 [==============================] - 17s 167ms/step - loss: 1.0914 - acc: 0.5489 - val_loss: 1.5622 - val_acc: 0.3018
Epoch 199/1000
104/104 [==============================] - 17s 165ms/step - loss: 1.0755 - acc: 0.5530 - val_loss: 1.5643 - val_acc: 0.2836
Epoch 200/1000
104/104 [==============================] - 17s 164ms/step - loss: 1.0662 - acc: 0.5680 - val_loss: 1.5688 - val_acc: 0.2745
Epoch 201/1000
104/104 [==============================] - 17s 165ms/step - loss: 1.0702 - acc: 0.5467 - val_loss: 1.5676 - val_acc: 0.2964
Epoch 202/1000
104/104 [==============================] - 17s 166ms/step - loss: 1.0622 - acc: 0.5573 - val_loss: 1.5614 - val_acc: 0.3145
Epoch 203/1000
104/104 [==============================] - 17s 163ms/step - loss: 1.0969 - acc: 0.5644 - val_loss: 1.5541 - val_acc: 0.2982
Epoch 204/1000
104/104 [==============================] - 17s 168ms/step - loss: 1.0936 - acc: 0.5584 - val_loss: 1.5812 - val_acc: 0.2855
Epoch 205/1000
104/104 [==============================] - 18s 168ms/step - loss: 1.0963 - acc: 0.5452 - val_loss: 1.5617 - val_acc: 0.2855
Epoch 206/1000
104/104 [==============================] - 17s 166ms/step - loss: 1.0280 - acc: 0.5767 - val_loss: 1.5977 - val_acc: 0.2964
Epoch 207/1000
104/104 [==============================] - 17s 168ms/step - loss: 1.0808 - acc: 0.5525 - val_loss: 1.5868 - val_acc: 0.3091
Epoch 208/1000
104/104 [==============================] - 17s 167ms/step - loss: 1.0842 - acc: 0.5569 - val_loss: 1.5784 - val_acc: 0.3073
Epoch 209/1000
104/104 [==============================] - 17s 165ms/step - loss: 1.0488 - acc: 0.5758 - val_loss: 1.5828 - val_acc: 0.2745
Epoch 210/1000
104/104 [==============================] - 17s 167ms/step - loss: 1.0720 - acc: 0.5569 - val_loss: 1.5670 - val_acc: 0.2964
Epoch 211/1000
104/104 [==============================] - 17s 167ms/step - loss: 1.0042 - acc: 0.5734 - val_loss: 1.6063 - val_acc: 0.2873
Epoch 212/1000
104/104 [==============================] - 17s 165ms/step - loss: 1.0604 - acc: 0.5603 - val_loss: 1.5759 - val_acc: 0.2909
Epoch 213/1000
104/104 [==============================] - 17s 167ms/step - loss: 1.0395 - acc: 0.5755 - val_loss: 1.6030 - val_acc: 0.2873
Epoch 214/1000
104/104 [==============================] - 17s 167ms/step - loss: 1.0326 - acc: 0.5788 - val_loss: 1.5843 - val_acc: 0.2945
Epoch 215/1000
104/104 [==============================] - 17s 166ms/step - loss: 1.0476 - acc: 0.5602 - val_loss: 1.5795 - val_acc: 0.2764
Epoch 216/1000
104/104 [==============================] - 17s 167ms/step - loss: 1.0492 - acc: 0.5671 - val_loss: 1.5737 - val_acc: 0.2836
Epoch 217/1000
104/104 [==============================] - 17s 168ms/step - loss: 1.0296 - acc: 0.5783 - val_loss: 1.5733 - val_acc: 0.3000
Epoch 218/1000
104/104 [==============================] - 17s 167ms/step - loss: 1.0069 - acc: 0.5617 - val_loss: 1.5856 - val_acc: 0.2873
Epoch 219/1000
104/104 [==============================] - 17s 163ms/step - loss: 1.0424 - acc: 0.5738 - val_loss: 1.5653 - val_acc: 0.2891
Epoch 220/1000
104/104 [==============================] - 17s 166ms/step - loss: 1.0780 - acc: 0.5587 - val_loss: 1.5662 - val_acc: 0.3036
Epoch 221/1000
104/104 [==============================] - 17s 166ms/step - loss: 1.0416 - acc: 0.5671 - val_loss: 1.5678 - val_acc: 0.2945
Epoch 222/1000
104/104 [==============================] - 17s 166ms/step - loss: 1.0477 - acc: 0.5887 - val_loss: 1.6049 - val_acc: 0.2818
Epoch 223/1000
104/104 [==============================] - 17s 168ms/step - loss: 1.0645 - acc: 0.5432 - val_loss: 1.5755 - val_acc: 0.2964
Epoch 224/1000
104/104 [==============================] - 17s 167ms/step - loss: 1.0312 - acc: 0.5818 - val_loss: 1.5714 - val_acc: 0.3036
Epoch 225/1000
104/104 [==============================] - 17s 166ms/step - loss: 0.9696 - acc: 0.5930 - val_loss: 1.6051 - val_acc: 0.2836
Epoch 226/1000
104/104 [==============================] - 17s 167ms/step - loss: 0.9937 - acc: 0.5897 - val_loss: 1.6034 - val_acc: 0.2909
Epoch 227/1000
104/104 [==============================] - 17s 166ms/step - loss: 1.0606 - acc: 0.5641 - val_loss: 1.5981 - val_acc: 0.2964
Epoch 228/1000
104/104 [==============================] - 18s 169ms/step - loss: 1.0689 - acc: 0.5546 - val_loss: 1.5881 - val_acc: 0.2909
Epoch 229/1000
104/104 [==============================] - 17s 168ms/step - loss: 1.0321 - acc: 0.5854 - val_loss: 1.5796 - val_acc: 0.3055
Epoch 230/1000
104/104 [==============================] - 18s 168ms/step - loss: 1.0175 - acc: 0.5963 - val_loss: 1.5870 - val_acc: 0.3073
Epoch 231/1000
104/104 [==============================] - 17s 166ms/step - loss: 1.0788 - acc: 0.5535 - val_loss: 1.5772 - val_acc: 0.3018
Epoch 232/1000
104/104 [==============================] - 17s 168ms/step - loss: 0.9968 - acc: 0.5957 - val_loss: 1.5868 - val_acc: 0.2909
Epoch 233/1000
104/104 [==============================] - 17s 167ms/step - loss: 0.9836 - acc: 0.5903 - val_loss: 1.5865 - val_acc: 0.3236
Epoch 234/1000
104/104 [==============================] - 17s 168ms/step - loss: 1.0476 - acc: 0.5650 - val_loss: 1.5947 - val_acc: 0.3000
Epoch 235/1000
104/104 [==============================] - 17s 167ms/step - loss: 0.9898 - acc: 0.5945 - val_loss: 1.5945 - val_acc: 0.2909
Epoch 236/1000
104/104 [==============================] - 18s 170ms/step - loss: 0.9937 - acc: 0.5993 - val_loss: 1.6085 - val_acc: 0.2945
Epoch 237/1000
104/104 [==============================] - 17s 168ms/step - loss: 1.0197 - acc: 0.5750 - val_loss: 1.5811 - val_acc: 0.3164
Epoch 238/1000
104/104 [==============================] - 17s 167ms/step - loss: 0.9801 - acc: 0.5998 - val_loss: 1.5960 - val_acc: 0.2855
Epoch 239/1000
104/104 [==============================] - 18s 170ms/step - loss: 0.9859 - acc: 0.5921 - val_loss: 1.5892 - val_acc: 0.2891
Epoch 240/1000
104/104 [==============================] - 17s 168ms/step - loss: 0.9809 - acc: 0.5933 - val_loss: 1.6024 - val_acc: 0.2982
Epoch 241/1000
104/104 [==============================] - 17s 167ms/step - loss: 1.0197 - acc: 0.5762 - val_loss: 1.5711 - val_acc: 0.2782
Epoch 242/1000
104/104 [==============================] - 17s 167ms/step - loss: 1.0151 - acc: 0.5716 - val_loss: 1.5691 - val_acc: 0.3164
Epoch 243/1000
104/104 [==============================] - 17s 167ms/step - loss: 1.0073 - acc: 0.5836 - val_loss: 1.6057 - val_acc: 0.2727
Epoch 244/1000
104/104 [==============================] - 17s 167ms/step - loss: 1.0006 - acc: 0.5959 - val_loss: 1.5872 - val_acc: 0.3091
Epoch 245/1000
104/104 [==============================] - 17s 166ms/step - loss: 0.9875 - acc: 0.6017 - val_loss: 1.5820 - val_acc: 0.3236
Epoch 246/1000
104/104 [==============================] - 17s 168ms/step - loss: 0.9969 - acc: 0.6049 - val_loss: 1.5724 - val_acc: 0.3018
Epoch 247/1000
104/104 [==============================] - 18s 169ms/step - loss: 1.0133 - acc: 0.5876 - val_loss: 1.5904 - val_acc: 0.3073
Epoch 248/1000
104/104 [==============================] - 17s 168ms/step - loss: 1.0135 - acc: 0.5878 - val_loss: 1.5928 - val_acc: 0.3036
Epoch 249/1000
104/104 [==============================] - 17s 168ms/step - loss: 0.9774 - acc: 0.6053 - val_loss: 1.6064 - val_acc: 0.3109
Epoch 250/1000
104/104 [==============================] - 17s 167ms/step - loss: 0.9874 - acc: 0.5909 - val_loss: 1.5853 - val_acc: 0.2927
Epoch 251/1000
104/104 [==============================] - 17s 167ms/step - loss: 1.0021 - acc: 0.5933 - val_loss: 1.6114 - val_acc: 0.2782
Epoch 252/1000
104/104 [==============================] - 17s 167ms/step - loss: 1.0001 - acc: 0.5981 - val_loss: 1.5950 - val_acc: 0.2891
Epoch 253/1000
104/104 [==============================] - 17s 167ms/step - loss: 0.9958 - acc: 0.5707 - val_loss: 1.6014 - val_acc: 0.2709
Epoch 254/1000
104/104 [==============================] - 17s 168ms/step - loss: 0.9570 - acc: 0.6058 - val_loss: 1.6145 - val_acc: 0.2818
Epoch 255/1000
104/104 [==============================] - 17s 167ms/step - loss: 0.9593 - acc: 0.5927 - val_loss: 1.6182 - val_acc: 0.2782
Epoch 256/1000
104/104 [==============================] - 17s 167ms/step - loss: 1.0065 - acc: 0.5921 - val_loss: 1.6441 - val_acc: 0.2800
Epoch 257/1000
104/104 [==============================] - 17s 167ms/step - loss: 1.0369 - acc: 0.5581 - val_loss: 1.6042 - val_acc: 0.3000
Epoch 258/1000
104/104 [==============================] - 17s 167ms/step - loss: 0.9908 - acc: 0.5919 - val_loss: 1.6051 - val_acc: 0.2964
Epoch 259/1000
104/104 [==============================] - 17s 168ms/step - loss: 0.9889 - acc: 0.5909 - val_loss: 1.5911 - val_acc: 0.3018
Epoch 260/1000
104/104 [==============================] - 17s 168ms/step - loss: 0.9862 - acc: 0.6019 - val_loss: 1.6082 - val_acc: 0.2764
Epoch 261/1000
104/104 [==============================] - 17s 167ms/step - loss: 0.9553 - acc: 0.6333 - val_loss: 1.6239 - val_acc: 0.2982
Epoch 262/1000
104/104 [==============================] - 17s 168ms/step - loss: 0.9900 - acc: 0.6002 - val_loss: 1.6204 - val_acc: 0.2782
Epoch 263/1000
104/104 [==============================] - 17s 167ms/step - loss: 0.9706 - acc: 0.6067 - val_loss: 1.6033 - val_acc: 0.3127
Epoch 264/1000
104/104 [==============================] - 17s 167ms/step - loss: 0.9954 - acc: 0.5989 - val_loss: 1.5947 - val_acc: 0.2873
Epoch 265/1000
104/104 [==============================] - 17s 166ms/step - loss: 0.9856 - acc: 0.5911 - val_loss: 1.6189 - val_acc: 0.2709
Epoch 266/1000
104/104 [==============================] - 17s 167ms/step - loss: 0.9621 - acc: 0.6041 - val_loss: 1.6094 - val_acc: 0.2855
Epoch 267/1000
104/104 [==============================] - 17s 167ms/step - loss: 1.0002 - acc: 0.5818 - val_loss: 1.6092 - val_acc: 0.2600
Epoch 268/1000
104/104 [==============================] - 17s 168ms/step - loss: 0.9449 - acc: 0.6110 - val_loss: 1.6028 - val_acc: 0.2782
Epoch 269/1000
104/104 [==============================] - 17s 167ms/step - loss: 0.9231 - acc: 0.6178 - val_loss: 1.6095 - val_acc: 0.3018
Epoch 270/1000
104/104 [==============================] - 17s 167ms/step - loss: 0.8881 - acc: 0.6389 - val_loss: 1.6175 - val_acc: 0.2927
Epoch 271/1000
104/104 [==============================] - 17s 168ms/step - loss: 0.9207 - acc: 0.6214 - val_loss: 1.6604 - val_acc: 0.2745
Epoch 272/1000
104/104 [==============================] - 17s 166ms/step - loss: 0.9385 - acc: 0.6040 - val_loss: 1.6587 - val_acc: 0.3000
Epoch 273/1000
104/104 [==============================] - 17s 167ms/step - loss: 0.9173 - acc: 0.6263 - val_loss: 1.6511 - val_acc: 0.2727
Epoch 274/1000
104/104 [==============================] - 17s 168ms/step - loss: 0.9508 - acc: 0.6104 - val_loss: 1.6408 - val_acc: 0.2873
Epoch 275/1000
104/104 [==============================] - 17s 168ms/step - loss: 0.8944 - acc: 0.6261 - val_loss: 1.6269 - val_acc: 0.3036
Epoch 276/1000
104/104 [==============================] - 18s 169ms/step - loss: 0.8922 - acc: 0.6597 - val_loss: 1.6495 - val_acc: 0.2927
Epoch 277/1000
104/104 [==============================] - 17s 168ms/step - loss: 0.8553 - acc: 0.6470 - val_loss: 1.6535 - val_acc: 0.2655
Epoch 278/1000
104/104 [==============================] - 17s 168ms/step - loss: 0.8842 - acc: 0.6512 - val_loss: 1.6437 - val_acc: 0.3036
Epoch 279/1000
104/104 [==============================] - 17s 164ms/step - loss: 0.8288 - acc: 0.6690 - val_loss: 1.6528 - val_acc: 0.3109
Epoch 280/1000
104/104 [==============================] - 17s 167ms/step - loss: 0.8760 - acc: 0.6427 - val_loss: 1.6502 - val_acc: 0.2945
Epoch 281/1000
104/104 [==============================] - 18s 169ms/step - loss: 0.8316 - acc: 0.6756 - val_loss: 1.6528 - val_acc: 0.3182
Epoch 282/1000
104/104 [==============================] - 17s 168ms/step - loss: 0.8558 - acc: 0.6549 - val_loss: 1.6550 - val_acc: 0.3164
Epoch 283/1000
104/104 [==============================] - 17s 167ms/step - loss: 0.7910 - acc: 0.6711 - val_loss: 1.6508 - val_acc: 0.3164
Epoch 284/1000
104/104 [==============================] - 17s 167ms/step - loss: 0.8066 - acc: 0.6849 - val_loss: 1.6885 - val_acc: 0.3055
Epoch 285/1000
104/104 [==============================] - 17s 166ms/step - loss: 0.8199 - acc: 0.6692 - val_loss: 1.7248 - val_acc: 0.2873
Epoch 286/1000
104/104 [==============================] - 17s 167ms/step - loss: 0.8097 - acc: 0.6648 - val_loss: 1.7544 - val_acc: 0.2891
Epoch 287/1000
104/104 [==============================] - 17s 167ms/step - loss: 0.7975 - acc: 0.6887 - val_loss: 1.6985 - val_acc: 0.3091
Epoch 288/1000
104/104 [==============================] - 18s 170ms/step - loss: 0.8081 - acc: 0.6769 - val_loss: 1.6889 - val_acc: 0.3036
Epoch 289/1000
104/104 [==============================] - 17s 166ms/step - loss: 0.8066 - acc: 0.6690 - val_loss: 1.6851 - val_acc: 0.3182
Epoch 290/1000
104/104 [==============================] - 17s 167ms/step - loss: 0.7829 - acc: 0.6867 - val_loss: 1.7227 - val_acc: 0.3164
Epoch 291/1000
104/104 [==============================] - 17s 168ms/step - loss: 0.8160 - acc: 0.6751 - val_loss: 1.7279 - val_acc: 0.2945
Epoch 292/1000
104/104 [==============================] - 17s 167ms/step - loss: 0.8257 - acc: 0.6737 - val_loss: 1.7153 - val_acc: 0.2836
Epoch 293/1000
104/104 [==============================] - 17s 167ms/step - loss: 0.7693 - acc: 0.6972 - val_loss: 1.7247 - val_acc: 0.3109
Epoch 294/1000
104/104 [==============================] - 17s 167ms/step - loss: 0.7749 - acc: 0.7005 - val_loss: 1.7117 - val_acc: 0.3127
Epoch 295/1000
104/104 [==============================] - 17s 166ms/step - loss: 0.7774 - acc: 0.6890 - val_loss: 1.7201 - val_acc: 0.3164
Epoch 296/1000
104/104 [==============================] - 17s 167ms/step - loss: 0.8132 - acc: 0.6711 - val_loss: 1.6924 - val_acc: 0.3073
Epoch 297/1000
104/104 [==============================] - 17s 167ms/step - loss: 0.7780 - acc: 0.6882 - val_loss: 1.7334 - val_acc: 0.3000
Epoch 298/1000
104/104 [==============================] - 17s 166ms/step - loss: 0.8185 - acc: 0.6921 - val_loss: 1.7245 - val_acc: 0.2836
Epoch 299/1000
104/104 [==============================] - 17s 167ms/step - loss: 0.7639 - acc: 0.6967 - val_loss: 1.6873 - val_acc: 0.3164
Epoch 300/1000
104/104 [==============================] - 17s 166ms/step - loss: 0.7799 - acc: 0.6966 - val_loss: 1.7159 - val_acc: 0.3182
Epoch 301/1000
104/104 [==============================] - 17s 167ms/step - loss: 0.7517 - acc: 0.7091 - val_loss: 1.7452 - val_acc: 0.3055
Epoch 302/1000
104/104 [==============================] - 17s 168ms/step - loss: 0.7508 - acc: 0.7090 - val_loss: 1.7254 - val_acc: 0.2982
Epoch 303/1000
104/104 [==============================] - 17s 167ms/step - loss: 0.7502 - acc: 0.7017 - val_loss: 1.7085 - val_acc: 0.2891
Epoch 304/1000
104/104 [==============================] - 17s 167ms/step - loss: 0.7714 - acc: 0.6937 - val_loss: 1.7217 - val_acc: 0.3164
Epoch 305/1000
104/104 [==============================] - 17s 166ms/step - loss: 0.7684 - acc: 0.6879 - val_loss: 1.7359 - val_acc: 0.2891
Epoch 306/1000
104/104 [==============================] - 17s 166ms/step - loss: 0.7762 - acc: 0.7065 - val_loss: 1.7414 - val_acc: 0.2818
Epoch 307/1000
104/104 [==============================] - 17s 167ms/step - loss: 0.7868 - acc: 0.6888 - val_loss: 1.7317 - val_acc: 0.3036
Epoch 308/1000
104/104 [==============================] - 17s 167ms/step - loss: 0.7212 - acc: 0.7143 - val_loss: 1.7253 - val_acc: 0.3073
Epoch 309/1000
104/104 [==============================] - 18s 169ms/step - loss: 0.7753 - acc: 0.6918 - val_loss: 1.7389 - val_acc: 0.3109
Epoch 310/1000
104/104 [==============================] - 17s 167ms/step - loss: 0.6771 - acc: 0.7354 - val_loss: 1.8258 - val_acc: 0.2945
Epoch 311/1000
104/104 [==============================] - 17s 167ms/step - loss: 0.7624 - acc: 0.7047 - val_loss: 1.8051 - val_acc: 0.2800
Epoch 312/1000
104/104 [==============================] - 17s 168ms/step - loss: 0.7793 - acc: 0.6984 - val_loss: 1.7755 - val_acc: 0.2873
Epoch 313/1000
104/104 [==============================] - 18s 169ms/step - loss: 0.7298 - acc: 0.7206 - val_loss: 1.7566 - val_acc: 0.2818
Epoch 314/1000
104/104 [==============================] - 17s 166ms/step - loss: 0.7678 - acc: 0.6870 - val_loss: 1.7184 - val_acc: 0.2909
Epoch 315/1000
104/104 [==============================] - 17s 167ms/step - loss: 0.7622 - acc: 0.6957 - val_loss: 1.7465 - val_acc: 0.2836
Epoch 316/1000
104/104 [==============================] - 17s 167ms/step - loss: 0.7318 - acc: 0.7038 - val_loss: 1.7716 - val_acc: 0.2891
Epoch 317/1000
104/104 [==============================] - 17s 167ms/step - loss: 0.7729 - acc: 0.6852 - val_loss: 1.7629 - val_acc: 0.3000
Epoch 318/1000
104/104 [==============================] - 17s 166ms/step - loss: 0.7342 - acc: 0.7098 - val_loss: 1.7424 - val_acc: 0.3109
Epoch 319/1000
104/104 [==============================] - 18s 169ms/step - loss: 0.7560 - acc: 0.7090 - val_loss: 1.7460 - val_acc: 0.3000
Epoch 320/1000
104/104 [==============================] - 17s 166ms/step - loss: 0.7641 - acc: 0.7026 - val_loss: 1.7256 - val_acc: 0.3145
Epoch 321/1000
104/104 [==============================] - 17s 167ms/step - loss: 0.7388 - acc: 0.7002 - val_loss: 1.7209 - val_acc: 0.2909
Epoch 322/1000
104/104 [==============================] - 17s 167ms/step - loss: 0.7219 - acc: 0.7159 - val_loss: 1.7535 - val_acc: 0.2782
Epoch 323/1000
104/104 [==============================] - 17s 167ms/step - loss: 0.6992 - acc: 0.7233 - val_loss: 1.7753 - val_acc: 0.2945
Epoch 324/1000
104/104 [==============================] - 17s 167ms/step - loss: 0.7045 - acc: 0.7221 - val_loss: 1.7520 - val_acc: 0.3018
Epoch 325/1000
104/104 [==============================] - 17s 168ms/step - loss: 0.6931 - acc: 0.7233 - val_loss: 1.7457 - val_acc: 0.2873
Epoch 326/1000
104/104 [==============================] - 17s 168ms/step - loss: 0.6752 - acc: 0.7275 - val_loss: 1.8088 - val_acc: 0.2618
Epoch 327/1000
104/104 [==============================] - 17s 166ms/step - loss: 0.7389 - acc: 0.7330 - val_loss: 1.8013 - val_acc: 0.2818
Epoch 328/1000
104/104 [==============================] - 17s 167ms/step - loss: 0.7687 - acc: 0.7068 - val_loss: 1.7779 - val_acc: 0.2727
Epoch 329/1000
104/104 [==============================] - 17s 167ms/step - loss: 0.7128 - acc: 0.7140 - val_loss: 1.7528 - val_acc: 0.2745
Epoch 330/1000
104/104 [==============================] - 17s 167ms/step - loss: 0.7480 - acc: 0.7267 - val_loss: 1.7739 - val_acc: 0.2800
Epoch 331/1000
104/104 [==============================] - 17s 167ms/step - loss: 0.7586 - acc: 0.7107 - val_loss: 1.7640 - val_acc: 0.2764
Epoch 332/1000
104/104 [==============================] - 17s 166ms/step - loss: 0.7152 - acc: 0.7149 - val_loss: 1.7406 - val_acc: 0.2855
Epoch 333/1000
104/104 [==============================] - 17s 167ms/step - loss: 0.7085 - acc: 0.7281 - val_loss: 1.7687 - val_acc: 0.2764
Epoch 334/1000
104/104 [==============================] - 17s 165ms/step - loss: 0.7300 - acc: 0.7239 - val_loss: 1.7612 - val_acc: 0.2909
Epoch 335/1000
104/104 [==============================] - 17s 167ms/step - loss: 0.7263 - acc: 0.7207 - val_loss: 1.7497 - val_acc: 0.2691
Epoch 336/1000
104/104 [==============================] - 17s 167ms/step - loss: 0.7182 - acc: 0.7066 - val_loss: 1.7652 - val_acc: 0.2927
Epoch 337/1000
104/104 [==============================] - 17s 168ms/step - loss: 0.7049 - acc: 0.7314 - val_loss: 1.7628 - val_acc: 0.3000
Epoch 338/1000
104/104 [==============================] - 17s 168ms/step - loss: 0.6722 - acc: 0.7486 - val_loss: 1.8001 - val_acc: 0.2964
Epoch 339/1000
104/104 [==============================] - 17s 165ms/step - loss: 0.7216 - acc: 0.6990 - val_loss: 1.8016 - val_acc: 0.2818
Epoch 340/1000
104/104 [==============================] - 17s 168ms/step - loss: 0.7283 - acc: 0.7156 - val_loss: 1.7895 - val_acc: 0.2873
Epoch 341/1000
104/104 [==============================] - 18s 174ms/step - loss: 0.6835 - acc: 0.7221 - val_loss: 1.7796 - val_acc: 0.2909
Epoch 342/1000
104/104 [==============================] - 18s 173ms/step - loss: 0.6653 - acc: 0.7474 - val_loss: 1.7740 - val_acc: 0.2855
Epoch 343/1000
104/104 [==============================] - 18s 177ms/step - loss: 0.6680 - acc: 0.7333 - val_loss: 1.7885 - val_acc: 0.2782
Epoch 344/1000
104/104 [==============================] - 18s 176ms/step - loss: 0.7296 - acc: 0.7135 - val_loss: 1.8520 - val_acc: 0.2455
Epoch 345/1000
104/104 [==============================] - 17s 168ms/step - loss: 0.6839 - acc: 0.7410 - val_loss: 1.8057 - val_acc: 0.2745
Epoch 346/1000
104/104 [==============================] - 17s 167ms/step - loss: 0.6712 - acc: 0.7396 - val_loss: 1.7779 - val_acc: 0.2945
Epoch 347/1000
104/104 [==============================] - 17s 167ms/step - loss: 0.6574 - acc: 0.7417 - val_loss: 1.7824 - val_acc: 0.2745
Epoch 348/1000
104/104 [==============================] - 18s 170ms/step - loss: 0.7488 - acc: 0.7171 - val_loss: 1.7870 - val_acc: 0.2800
Epoch 349/1000
104/104 [==============================] - 17s 167ms/step - loss: 0.6786 - acc: 0.7392 - val_loss: 1.8301 - val_acc: 0.2582
Epoch 350/1000
104/104 [==============================] - 17s 167ms/step - loss: 0.7214 - acc: 0.7303 - val_loss: 1.7663 - val_acc: 0.2873
Epoch 351/1000
104/104 [==============================] - 17s 165ms/step - loss: 0.6578 - acc: 0.7504 - val_loss: 1.7995 - val_acc: 0.2782
Epoch 352/1000
104/104 [==============================] - 17s 167ms/step - loss: 0.7080 - acc: 0.7369 - val_loss: 1.7833 - val_acc: 0.2727
Epoch 353/1000
104/104 [==============================] - 17s 167ms/step - loss: 0.7048 - acc: 0.7275 - val_loss: 1.8148 - val_acc: 0.2855
Epoch 354/1000
104/104 [==============================] - 17s 168ms/step - loss: 0.6901 - acc: 0.7360 - val_loss: 1.7796 - val_acc: 0.2891
Epoch 355/1000
104/104 [==============================] - 17s 168ms/step - loss: 0.6878 - acc: 0.7348 - val_loss: 1.7989 - val_acc: 0.2836
Epoch 356/1000
104/104 [==============================] - 18s 170ms/step - loss: 0.6615 - acc: 0.7473 - val_loss: 1.8476 - val_acc: 0.2745
Epoch 357/1000
104/104 [==============================] - 17s 168ms/step - loss: 0.7907 - acc: 0.7183 - val_loss: 1.8079 - val_acc: 0.2764
Epoch 358/1000
104/104 [==============================] - 17s 167ms/step - loss: 0.6762 - acc: 0.7489 - val_loss: 1.7854 - val_acc: 0.2800
Epoch 359/1000
104/104 [==============================] - 17s 167ms/step - loss: 0.6700 - acc: 0.7519 - val_loss: 1.8286 - val_acc: 0.2873
Epoch 360/1000
104/104 [==============================] - 17s 167ms/step - loss: 0.6807 - acc: 0.7510 - val_loss: 1.7834 - val_acc: 0.2982
Epoch 361/1000
104/104 [==============================] - 17s 167ms/step - loss: 0.6676 - acc: 0.7473 - val_loss: 1.8440 - val_acc: 0.2855
Epoch 362/1000
104/104 [==============================] - 17s 167ms/step - loss: 0.7015 - acc: 0.7302 - val_loss: 1.8247 - val_acc: 0.2709
Epoch 363/1000
104/104 [==============================] - 17s 166ms/step - loss: 0.6838 - acc: 0.7402 - val_loss: 1.8089 - val_acc: 0.2855
Epoch 364/1000
104/104 [==============================] - 17s 168ms/step - loss: 0.6441 - acc: 0.7530 - val_loss: 1.8341 - val_acc: 0.3073
Epoch 365/1000
104/104 [==============================] - 17s 167ms/step - loss: 0.6660 - acc: 0.7465 - val_loss: 1.8331 - val_acc: 0.3036
Epoch 366/1000
104/104 [==============================] - 17s 167ms/step - loss: 0.6797 - acc: 0.7284 - val_loss: 1.8280 - val_acc: 0.2673
Epoch 367/1000
104/104 [==============================] - 17s 167ms/step - loss: 0.7234 - acc: 0.7381 - val_loss: 1.7885 - val_acc: 0.2891
Epoch 368/1000
104/104 [==============================] - 18s 169ms/step - loss: 0.6740 - acc: 0.7476 - val_loss: 1.7921 - val_acc: 0.2782
Epoch 369/1000
104/104 [==============================] - 17s 166ms/step - loss: 0.6634 - acc: 0.7363 - val_loss: 1.7987 - val_acc: 0.2818
Epoch 370/1000
104/104 [==============================] - 17s 166ms/step - loss: 0.6392 - acc: 0.7501 - val_loss: 1.8144 - val_acc: 0.2491
Epoch 371/1000
104/104 [==============================] - 17s 167ms/step - loss: 0.6295 - acc: 0.7684 - val_loss: 1.8518 - val_acc: 0.2782
Epoch 372/1000
104/104 [==============================] - 17s 167ms/step - loss: 0.6876 - acc: 0.7482 - val_loss: 1.8034 - val_acc: 0.2764
Epoch 373/1000
104/104 [==============================] - 17s 167ms/step - loss: 0.6637 - acc: 0.7532 - val_loss: 1.8061 - val_acc: 0.2800
Epoch 374/1000
104/104 [==============================] - 17s 167ms/step - loss: 0.6950 - acc: 0.7567 - val_loss: 1.7866 - val_acc: 0.2800
Epoch 375/1000
104/104 [==============================] - 17s 167ms/step - loss: 0.6840 - acc: 0.7344 - val_loss: 1.7891 - val_acc: 0.2836
Epoch 376/1000
104/104 [==============================] - 17s 167ms/step - loss: 0.6253 - acc: 0.7625 - val_loss: 1.8187 - val_acc: 0.2909
Epoch 377/1000
104/104 [==============================] - 17s 167ms/step - loss: 0.6848 - acc: 0.7398 - val_loss: 1.7936 - val_acc: 0.3200
Epoch 378/1000
104/104 [==============================] - 17s 167ms/step - loss: 0.6271 - acc: 0.7627 - val_loss: 1.8003 - val_acc: 0.2800
Epoch 379/1000
104/104 [==============================] - 17s 166ms/step - loss: 0.6525 - acc: 0.7432 - val_loss: 1.8394 - val_acc: 0.2782
Epoch 380/1000
104/104 [==============================] - 17s 167ms/step - loss: 0.6598 - acc: 0.7553 - val_loss: 1.8202 - val_acc: 0.2600
Epoch 381/1000
104/104 [==============================] - 18s 170ms/step - loss: 0.7016 - acc: 0.7254 - val_loss: 1.8619 - val_acc: 0.2673
Epoch 382/1000
104/104 [==============================] - 17s 167ms/step - loss: 0.6835 - acc: 0.7402 - val_loss: 1.8198 - val_acc: 0.2491
Epoch 383/1000
104/104 [==============================] - 17s 167ms/step - loss: 0.6366 - acc: 0.7591 - val_loss: 1.8188 - val_acc: 0.2673
Epoch 384/1000
104/104 [==============================] - 17s 167ms/step - loss: 0.7349 - acc: 0.7216 - val_loss: 1.7787 - val_acc: 0.2855
Epoch 385/1000
104/104 [==============================] - 18s 169ms/step - loss: 0.6904 - acc: 0.7392 - val_loss: 1.7807 - val_acc: 0.2655
Epoch 386/1000
104/104 [==============================] - 18s 169ms/step - loss: 0.6555 - acc: 0.7504 - val_loss: 1.8281 - val_acc: 0.2636
Epoch 387/1000
104/104 [==============================] - 17s 167ms/step - loss: 0.6542 - acc: 0.7567 - val_loss: 1.8160 - val_acc: 0.2945
Epoch 388/1000
104/104 [==============================] - 17s 166ms/step - loss: 0.6216 - acc: 0.7501 - val_loss: 1.8369 - val_acc: 0.2818
Epoch 389/1000
104/104 [==============================] - 17s 167ms/step - loss: 0.6003 - acc: 0.7729 - val_loss: 1.8518 - val_acc: 0.2818
Epoch 390/1000
104/104 [==============================] - 17s 167ms/step - loss: 0.6509 - acc: 0.7717 - val_loss: 1.8835 - val_acc: 0.2618
Epoch 391/1000
104/104 [==============================] - 17s 168ms/step - loss: 0.6733 - acc: 0.7482 - val_loss: 1.8472 - val_acc: 0.2818
Epoch 392/1000
104/104 [==============================] - 18s 169ms/step - loss: 0.6664 - acc: 0.7483 - val_loss: 1.8386 - val_acc: 0.2800
Epoch 393/1000
104/104 [==============================] - 17s 166ms/step - loss: 0.6201 - acc: 0.7738 - val_loss: 1.8397 - val_acc: 0.2727
Epoch 394/1000
104/104 [==============================] - 17s 168ms/step - loss: 0.6358 - acc: 0.7673 - val_loss: 1.8444 - val_acc: 0.2655
Epoch 395/1000
104/104 [==============================] - 17s 167ms/step - loss: 0.6022 - acc: 0.7696 - val_loss: 1.8211 - val_acc: 0.2582
Epoch 396/1000
104/104 [==============================] - 17s 167ms/step - loss: 0.6445 - acc: 0.7633 - val_loss: 1.8393 - val_acc: 0.2618
Epoch 397/1000
104/104 [==============================] - 17s 166ms/step - loss: 0.6239 - acc: 0.7699 - val_loss: 1.7990 - val_acc: 0.2600
Epoch 398/1000
104/104 [==============================] - 17s 163ms/step - loss: 0.6089 - acc: 0.7635 - val_loss: 1.8368 - val_acc: 0.2673
Epoch 399/1000
104/104 [==============================] - 17s 163ms/step - loss: 0.6238 - acc: 0.7585 - val_loss: 1.8557 - val_acc: 0.2709
Epoch 400/1000
104/104 [==============================] - 17s 166ms/step - loss: 0.6594 - acc: 0.7561 - val_loss: 1.8245 - val_acc: 0.2836
Epoch 401/1000
104/104 [==============================] - 17s 168ms/step - loss: 0.6394 - acc: 0.7591 - val_loss: 1.8211 - val_acc: 0.2727
Epoch 402/1000
104/104 [==============================] - 17s 167ms/step - loss: 0.6585 - acc: 0.7410 - val_loss: 1.8021 - val_acc: 0.2818
Epoch 403/1000
104/104 [==============================] - 17s 168ms/step - loss: 0.6782 - acc: 0.7449 - val_loss: 1.7237 - val_acc: 0.3109
Epoch 404/1000
104/104 [==============================] - 17s 167ms/step - loss: 0.6776 - acc: 0.7539 - val_loss: 1.7751 - val_acc: 0.2873
Epoch 405/1000
104/104 [==============================] - 17s 168ms/step - loss: 0.6419 - acc: 0.7587 - val_loss: 1.7981 - val_acc: 0.2764
Epoch 406/1000
104/104 [==============================] - 18s 168ms/step - loss: 0.6218 - acc: 0.7576 - val_loss: 1.8110 - val_acc: 0.2618
Epoch 407/1000
104/104 [==============================] - 17s 168ms/step - loss: 0.6661 - acc: 0.7470 - val_loss: 1.7908 - val_acc: 0.2800
Epoch 408/1000
104/104 [==============================] - 17s 167ms/step - loss: 0.6520 - acc: 0.7527 - val_loss: 1.7495 - val_acc: 0.2945
Epoch 409/1000
104/104 [==============================] - 17s 168ms/step - loss: 0.5650 - acc: 0.7852 - val_loss: 1.8377 - val_acc: 0.2800
Epoch 410/1000
104/104 [==============================] - 17s 168ms/step - loss: 0.6368 - acc: 0.7599 - val_loss: 1.7870 - val_acc: 0.2673
Epoch 411/1000
104/104 [==============================] - 17s 167ms/step - loss: 0.6805 - acc: 0.7341 - val_loss: 1.7739 - val_acc: 0.2709
Epoch 412/1000
104/104 [==============================] - 17s 168ms/step - loss: 0.6117 - acc: 0.7630 - val_loss: 1.8227 - val_acc: 0.2709
Epoch 413/1000
104/104 [==============================] - 17s 167ms/step - loss: 0.5783 - acc: 0.7818 - val_loss: 1.8719 - val_acc: 0.2655
Epoch 414/1000
104/104 [==============================] - 17s 166ms/step - loss: 0.6110 - acc: 0.7607 - val_loss: 1.8818 - val_acc: 0.2582
Epoch 415/1000
104/104 [==============================] - 17s 168ms/step - loss: 0.6296 - acc: 0.7529 - val_loss: 1.8163 - val_acc: 0.2818
Epoch 416/1000
104/104 [==============================] - 17s 167ms/step - loss: 0.6236 - acc: 0.7628 - val_loss: 1.8272 - val_acc: 0.2727
Epoch 417/1000
104/104 [==============================] - 17s 166ms/step - loss: 0.6331 - acc: 0.7645 - val_loss: 1.8138 - val_acc: 0.2909
Epoch 418/1000
104/104 [==============================] - 17s 167ms/step - loss: 0.6452 - acc: 0.7518 - val_loss: 1.7807 - val_acc: 0.2836
Epoch 419/1000
104/104 [==============================] - 17s 168ms/step - loss: 0.6065 - acc: 0.7693 - val_loss: 1.8406 - val_acc: 0.2782
Epoch 420/1000
104/104 [==============================] - 17s 167ms/step - loss: 0.5969 - acc: 0.7734 - val_loss: 1.7907 - val_acc: 0.2709
Epoch 421/1000
104/104 [==============================] - 18s 169ms/step - loss: 0.6171 - acc: 0.7738 - val_loss: 1.8063 - val_acc: 0.2709
Epoch 422/1000
104/104 [==============================] - 17s 167ms/step - loss: 0.6253 - acc: 0.7714 - val_loss: 1.8868 - val_acc: 0.2764
Epoch 423/1000
104/104 [==============================] - 17s 168ms/step - loss: 0.6245 - acc: 0.7669 - val_loss: 1.8276 - val_acc: 0.2527
Epoch 424/1000
104/104 [==============================] - 17s 168ms/step - loss: 0.6089 - acc: 0.7764 - val_loss: 1.8381 - val_acc: 0.2691
Epoch 425/1000
104/104 [==============================] - 17s 166ms/step - loss: 0.6132 - acc: 0.7692 - val_loss: 1.8416 - val_acc: 0.2673
Epoch 426/1000
104/104 [==============================] - 17s 167ms/step - loss: 0.6937 - acc: 0.7411 - val_loss: 1.7630 - val_acc: 0.2618
Epoch 427/1000
104/104 [==============================] - 17s 168ms/step - loss: 0.6263 - acc: 0.7633 - val_loss: 1.8203 - val_acc: 0.2709
Epoch 428/1000
104/104 [==============================] - 17s 167ms/step - loss: 0.6046 - acc: 0.7780 - val_loss: 1.8219 - val_acc: 0.2782
Epoch 429/1000
104/104 [==============================] - 17s 166ms/step - loss: 0.6077 - acc: 0.7690 - val_loss: 1.8035 - val_acc: 0.2618
Epoch 430/1000
104/104 [==============================] - 17s 167ms/step - loss: 0.5579 - acc: 0.7879 - val_loss: 1.8638 - val_acc: 0.2473
Epoch 431/1000
104/104 [==============================] - 17s 167ms/step - loss: 0.6100 - acc: 0.7705 - val_loss: 1.8517 - val_acc: 0.2618
Epoch 432/1000
104/104 [==============================] - 17s 166ms/step - loss: 0.6269 - acc: 0.7666 - val_loss: 1.8276 - val_acc: 0.2527
Epoch 433/1000
104/104 [==============================] - 17s 168ms/step - loss: 0.6105 - acc: 0.7732 - val_loss: 1.8223 - val_acc: 0.2618
Epoch 434/1000
104/104 [==============================] - 17s 167ms/step - loss: 0.5802 - acc: 0.7808 - val_loss: 1.8666 - val_acc: 0.2545
Epoch 435/1000
104/104 [==============================] - 17s 167ms/step - loss: 0.6085 - acc: 0.7762 - val_loss: 1.9026 - val_acc: 0.2727
Epoch 436/1000
104/104 [==============================] - 18s 168ms/step - loss: 0.5639 - acc: 0.7903 - val_loss: 1.9001 - val_acc: 0.2709
Epoch 437/1000
104/104 [==============================] - 18s 168ms/step - loss: 0.6095 - acc: 0.7879 - val_loss: 1.8345 - val_acc: 0.2564
Epoch 438/1000
104/104 [==============================] - 17s 168ms/step - loss: 0.6408 - acc: 0.7684 - val_loss: 1.7832 - val_acc: 0.2545
Epoch 439/1000
104/104 [==============================] - 17s 167ms/step - loss: 0.5983 - acc: 0.7822 - val_loss: 1.8166 - val_acc: 0.2800
Epoch 440/1000
104/104 [==============================] - 17s 166ms/step - loss: 0.6189 - acc: 0.7525 - val_loss: 1.7991 - val_acc: 0.2764
Epoch 441/1000
104/104 [==============================] - 17s 168ms/step - loss: 0.5752 - acc: 0.7885 - val_loss: 1.8293 - val_acc: 0.2673
Epoch 442/1000
104/104 [==============================] - 17s 167ms/step - loss: 0.6141 - acc: 0.7618 - val_loss: 1.8598 - val_acc: 0.2636
Epoch 443/1000
104/104 [==============================] - 17s 167ms/step - loss: 0.5826 - acc: 0.7813 - val_loss: 1.8604 - val_acc: 0.2982
Epoch 444/1000
104/104 [==============================] - 17s 167ms/step - loss: 0.6237 - acc: 0.7714 - val_loss: 1.8380 - val_acc: 0.2782
Epoch 445/1000
104/104 [==============================] - 17s 167ms/step - loss: 0.5910 - acc: 0.7774 - val_loss: 1.8605 - val_acc: 0.2764
Epoch 446/1000
104/104 [==============================] - 17s 168ms/step - loss: 0.5867 - acc: 0.7766 - val_loss: 1.8655 - val_acc: 0.2582
Epoch 447/1000
104/104 [==============================] - 17s 165ms/step - loss: 0.5637 - acc: 0.8023 - val_loss: 1.8733 - val_acc: 0.2636
Epoch 448/1000
104/104 [==============================] - 17s 166ms/step - loss: 0.6415 - acc: 0.7690 - val_loss: 1.8675 - val_acc: 0.2927
Epoch 449/1000
104/104 [==============================] - 17s 167ms/step - loss: 0.5699 - acc: 0.7802 - val_loss: 1.8476 - val_acc: 0.2709
Epoch 450/1000
104/104 [==============================] - 17s 166ms/step - loss: 0.6027 - acc: 0.7678 - val_loss: 1.8209 - val_acc: 0.2782
Epoch 451/1000
104/104 [==============================] - 17s 167ms/step - loss: 0.5983 - acc: 0.7753 - val_loss: 1.8138 - val_acc: 0.2491
Epoch 452/1000
104/104 [==============================] - 17s 167ms/step - loss: 0.6417 - acc: 0.7638 - val_loss: 1.8031 - val_acc: 0.2764
Epoch 453/1000
104/104 [==============================] - 17s 167ms/step - loss: 0.5881 - acc: 0.7882 - val_loss: 1.9247 - val_acc: 0.2745
Epoch 454/1000
104/104 [==============================] - 18s 170ms/step - loss: 0.5760 - acc: 0.7933 - val_loss: 1.8788 - val_acc: 0.2745
Epoch 455/1000
104/104 [==============================] - 17s 167ms/step - loss: 0.6154 - acc: 0.7774 - val_loss: 1.8644 - val_acc: 0.2655
Epoch 456/1000
104/104 [==============================] - 17s 161ms/step - loss: 0.6021 - acc: 0.7625 - val_loss: 1.8835 - val_acc: 0.2691
Epoch 457/1000
104/104 [==============================] - 17s 165ms/step - loss: 0.5690 - acc: 0.7831 - val_loss: 1.8518 - val_acc: 0.2818
Epoch 458/1000
104/104 [==============================] - 17s 167ms/step - loss: 0.5728 - acc: 0.7894 - val_loss: 1.8940 - val_acc: 0.2873
Epoch 459/1000
104/104 [==============================] - 17s 166ms/step - loss: 0.6085 - acc: 0.7820 - val_loss: 1.9081 - val_acc: 0.2709
Epoch 460/1000
104/104 [==============================] - 17s 167ms/step - loss: 0.6033 - acc: 0.7721 - val_loss: 1.8349 - val_acc: 0.2836
Epoch 461/1000
104/104 [==============================] - 17s 162ms/step - loss: 0.6026 - acc: 0.7684 - val_loss: 1.9538 - val_acc: 0.2655
Epoch 462/1000
104/104 [==============================] - 17s 168ms/step - loss: 0.5806 - acc: 0.7846 - val_loss: 1.8563 - val_acc: 0.2909
Epoch 463/1000
104/104 [==============================] - 17s 167ms/step - loss: 0.6139 - acc: 0.7711 - val_loss: 1.8852 - val_acc: 0.2655
Epoch 464/1000
104/104 [==============================] - 18s 170ms/step - loss: 0.6443 - acc: 0.7581 - val_loss: 1.8436 - val_acc: 0.2636
Epoch 465/1000
104/104 [==============================] - 17s 168ms/step - loss: 0.6509 - acc: 0.7606 - val_loss: 1.8424 - val_acc: 0.2745
Epoch 466/1000
104/104 [==============================] - 17s 167ms/step - loss: 0.5614 - acc: 0.8039 - val_loss: 1.8356 - val_acc: 0.2818
Epoch 467/1000
104/104 [==============================] - 18s 169ms/step - loss: 0.5953 - acc: 0.7735 - val_loss: 1.8100 - val_acc: 0.2855
Epoch 468/1000
104/104 [==============================] - 17s 167ms/step - loss: 0.5348 - acc: 0.8108 - val_loss: 1.8441 - val_acc: 0.2836
Epoch 469/1000
104/104 [==============================] - 17s 168ms/step - loss: 0.5847 - acc: 0.7766 - val_loss: 1.7946 - val_acc: 0.2873
Epoch 470/1000
104/104 [==============================] - 17s 167ms/step - loss: 0.5977 - acc: 0.7768 - val_loss: 1.8408 - val_acc: 0.2673
Epoch 471/1000
104/104 [==============================] - 18s 168ms/step - loss: 0.5359 - acc: 0.7921 - val_loss: 1.8246 - val_acc: 0.2727
Epoch 472/1000
104/104 [==============================] - 17s 167ms/step - loss: 0.5720 - acc: 0.7768 - val_loss: 1.8708 - val_acc: 0.2782
Epoch 473/1000
104/104 [==============================] - 17s 168ms/step - loss: 0.5436 - acc: 0.7960 - val_loss: 1.8410 - val_acc: 0.2545
Epoch 474/1000
104/104 [==============================] - 17s 167ms/step - loss: 0.5763 - acc: 0.7819 - val_loss: 1.8708 - val_acc: 0.2691
Epoch 475/1000
104/104 [==============================] - 17s 168ms/step - loss: 0.6120 - acc: 0.7850 - val_loss: 1.8187 - val_acc: 0.2927
Epoch 476/1000
104/104 [==============================] - 17s 165ms/step - loss: 0.5487 - acc: 0.8032 - val_loss: 1.7963 - val_acc: 0.2745
Epoch 477/1000
104/104 [==============================] - 17s 167ms/step - loss: 0.6343 - acc: 0.7714 - val_loss: 1.8088 - val_acc: 0.2636
Epoch 478/1000
104/104 [==============================] - 17s 167ms/step - loss: 0.5569 - acc: 0.7925 - val_loss: 1.8406 - val_acc: 0.2782
Epoch 479/1000
104/104 [==============================] - 17s 168ms/step - loss: 0.6118 - acc: 0.7873 - val_loss: 1.8449 - val_acc: 0.2873
Epoch 480/1000
104/104 [==============================] - 17s 167ms/step - loss: 0.5700 - acc: 0.7963 - val_loss: 1.7872 - val_acc: 0.2836
Epoch 481/1000
104/104 [==============================] - 17s 168ms/step - loss: 0.5915 - acc: 0.7828 - val_loss: 1.8226 - val_acc: 0.3000
Epoch 482/1000
104/104 [==============================] - 17s 168ms/step - loss: 0.5776 - acc: 0.7811 - val_loss: 1.8549 - val_acc: 0.3018
Epoch 483/1000
104/104 [==============================] - 17s 168ms/step - loss: 0.6092 - acc: 0.7633 - val_loss: 1.8208 - val_acc: 0.2673
Epoch 484/1000
104/104 [==============================] - 17s 166ms/step - loss: 0.5944 - acc: 0.7774 - val_loss: 1.8899 - val_acc: 0.2800
Epoch 485/1000
104/104 [==============================] - 17s 167ms/step - loss: 0.5590 - acc: 0.7948 - val_loss: 1.8531 - val_acc: 0.2818
Epoch 486/1000
104/104 [==============================] - 17s 167ms/step - loss: 0.5509 - acc: 0.7990 - val_loss: 1.8655 - val_acc: 0.2836
Epoch 487/1000
104/104 [==============================] - 17s 167ms/step - loss: 0.6136 - acc: 0.7775 - val_loss: 1.8373 - val_acc: 0.2891
Epoch 488/1000
104/104 [==============================] - 17s 167ms/step - loss: 0.5931 - acc: 0.7837 - val_loss: 1.8649 - val_acc: 0.2618
Epoch 489/1000
104/104 [==============================] - 17s 167ms/step - loss: 0.5946 - acc: 0.7711 - val_loss: 1.8049 - val_acc: 0.2945
Epoch 490/1000
104/104 [==============================] - 17s 167ms/step - loss: 0.5674 - acc: 0.7873 - val_loss: 1.8283 - val_acc: 0.2891
Epoch 491/1000
104/104 [==============================] - 17s 168ms/step - loss: 0.5319 - acc: 0.7951 - val_loss: 1.8244 - val_acc: 0.2727
Epoch 492/1000
104/104 [==============================] - 17s 167ms/step - loss: 0.5537 - acc: 0.7885 - val_loss: 1.9000 - val_acc: 0.2673
Epoch 493/1000
104/104 [==============================] - 18s 170ms/step - loss: 0.5794 - acc: 0.7808 - val_loss: 1.8642 - val_acc: 0.2836
Epoch 494/1000
104/104 [==============================] - 17s 166ms/step - loss: 0.5822 - acc: 0.7870 - val_loss: 1.8604 - val_acc: 0.2745
Epoch 495/1000
104/104 [==============================] - 17s 167ms/step - loss: 0.5849 - acc: 0.7819 - val_loss: 1.8638 - val_acc: 0.2800
Epoch 496/1000
104/104 [==============================] - 17s 168ms/step - loss: 0.5830 - acc: 0.7804 - val_loss: 1.8731 - val_acc: 0.2873
Epoch 497/1000
104/104 [==============================] - 17s 168ms/step - loss: 0.5898 - acc: 0.7766 - val_loss: 1.8546 - val_acc: 0.2873
Epoch 498/1000
104/104 [==============================] - 17s 167ms/step - loss: 0.6008 - acc: 0.7780 - val_loss: 1.8731 - val_acc: 0.2909
Epoch 499/1000
104/104 [==============================] - 17s 167ms/step - loss: 0.5978 - acc: 0.7808 - val_loss: 1.8743 - val_acc: 0.2836
Epoch 500/1000
104/104 [==============================] - 17s 166ms/step - loss: 0.5589 - acc: 0.7978 - val_loss: 1.8282 - val_acc: 0.2855