| | Layer (type) | Output shape | Param # |
| | conv2d (Conv2D) | (none, 32, 32, 32) | 896 | | activation (Activation) | (none, 32, 32, 32) | 0 | | conv2d_1 (Conv2D) | (none, 32, 32, 32) | 9248 | | dropout (Dropout) | (none, 32, 32, 32) | 0 | | batch_normalization (BatchNo) | (none, 32, 32, 32) | 128 | | conv2d_2 (Conv2D) | (none, 32, 32, 64) | 18496 | | Activation_1 (Activation) | (none, 32, 32, 64) | 0 | | max_pooling2d (MaxPooling2D) | (none, 16, 16, 64) | 0 | | dropout_1(Dropout) | (none, 16, 16, 64) | 0 | | batch_normalization_1 (BatchNo) | (none, 16, 16, 64) | 256 | | conv2d_3 (Conv2D) | (none, 16, 16, 64) | 36928 | | activation_2 (Activation) | (none, 16, 16, 64) | 0 | | max_pooling2d_1 (MaxPooling2D) | (none, 8, 8, 64) | 0 | | dropout_2 (Dropout) | (none, 8, 8, 64) | 0 | | batch_normalization_2 (BatchNo) | (none, 8, 8, 64) | 256 | | conv2d_4 (Conv2D) | (none, 8, 8, 128) | 73856 | | activation_3 (Activation) | (none, 8, 8, 128) | 0 | | dropout_3 (Dropout) | (none, 8, 8, 128) | 0 | | batch_normalization_3 (BatchNo) | (none, 8, 8, 128) | 512 | | flatten (Flatten) | (none, 8192) | 0 | | dropout_4 (Dropout) | (none, 8192) | 0 | | dense (Dense) | (none, 256) | 2097408 | | activation_4 (Activation) | (none, 256) | 0 | | dropout_5 (Dropout) | (none, 256) | 0 | | batch_normalization_4 (BatchNo) | (none, 256) | 1024 | | dense_1 (Dense) | (none, 128) | 32896 | | activation_5 (Activation) | (none, 128) | 0 | | dropout_6 (Dropout) | (none, 128) | 0 | | batch_normalization_5 (BatchNo) | (none, 128) | 512 | | dense_2 (Dense) | (none, 10) | 1290 | | activation_6 (Activation) | (none, 10) | 0 |
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