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- Using Theano backend.
- ('X_train shape:', (60000, 1, 28, 28))
- (60000, 'train samples')
- (10000, 'test samples')
- ____________________________________________________________________________________________________
- Layer (type) Output Shape Param # Connected to
- ====================================================================================================
- convolution2d_1 (Convolution2D) (None, 32, 26, 26) 320 convolution2d_input_1[0][0]
- ____________________________________________________________________________________________________
- activation_1 (Activation) (None, 32, 26, 26) 0 convolution2d_1[0][0]
- ____________________________________________________________________________________________________
- convolution2d_2 (Convolution2D) (None, 32, 24, 24) 9248 activation_1[0][0]
- ____________________________________________________________________________________________________
- activation_2 (Activation) (None, 32, 24, 24) 0 convolution2d_2[0][0]
- ____________________________________________________________________________________________________
- maxpooling2d_1 (MaxPooling2D) (None, 32, 12, 12) 0 activation_2[0][0]
- ____________________________________________________________________________________________________
- flatten_1 (Flatten) (None, 4608) 0 maxpooling2d_1[0][0]
- ____________________________________________________________________________________________________
- dense_1 (Dense) (None, 128) 589952 flatten_1[0][0]
- ____________________________________________________________________________________________________
- activation_3 (Activation) (None, 128) 0 dense_1[0][0]
- ____________________________________________________________________________________________________
- dense_2 (Dense) (None, 10) 1290 activation_3[0][0]
- ____________________________________________________________________________________________________
- activation_4 (Activation) (None, 10) 0 dense_2[0][0]
- ====================================================================================================
- Total params: 600,810
- Trainable params: 600,810
- Non-trainable params: 0
- ____________________________________________________________________________________________________
- Model loaded! Testing.........
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- -0.05486462, -0.04568006, -0.05410031, -0.02874042, -0.0118308 ,
- -0.03548088, 0.00462223, -0.07951967, -0.03153335, -0.02162422,
- -0.00104359, -0.04893014, -0.00031316, -0.01240131, -0.02536447,
- -0.03595945, -0.00600472, -0.00021108, -0.02609218, -0.03892738,
- -0.05018377, -0.06270373, -0.02629877, -0.02588009, -0.02463793,
- -0.00830029, -0.03068862, -0.00635177], dtype=float32)]
- []
- [array([[-0.22294168, 0.16472656, -0.20760794, ..., -0.29669467,
- -0.20647448, -0.00237487],
- [ 0.11112173, -0.07298024, 0.1263329 , ..., 0.16448805,
- -0.21744893, -0.21255432],
- [-0.04881252, -0.08479621, 0.07850827, ..., -0.05121636,
- 0.14358447, 0.13019344],
- ...,
- [-0.20977515, 0.19680858, -0.11731596, ..., -0.19713129,
- -0.2711569 , 0.15835182],
- [ 0.09318311, -0.03883193, 0.00718685, ..., -0.00452011,
- 0.10841092, 0.11810151],
- [ 0.00539326, 0.17449129, 0.14923239, ..., -0.08515216,
- -0.14880708, -0.173281 ]], dtype=float32), array([-0.04242039, 0.04178922, -0.03102371, 0.03539446, -0.03191667,
- -0.04334453, -0.13229504, -0.01163885, 0.03705839, 0.08497411],
- dtype=float32)]
- []
- Loaded model test accuracy: 99.08%
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