├── Data └── get_mnist.m ├── LICENSE ├── MatDL ├── Makefile ├── common │ ├── batchnorm_backward.m │ ├── batchnorm_forward.m │ ├── dropout_backward.m │ ├── dropout_forward.m │ ├── relu_backward.m │ ├── relu_forward.m │ ├── sigmoid_backward.m │ ├── sigmoid_forward.m │ ├── softmax_backward.m │ ├── softmax_forward.m │ ├── spatial_batchnorm_backward.m │ ├── spatial_batchnorm_forward.m │ ├── tanh_backward.m │ └── tanh_forward.m ├── convnet.m ├── convnet │ ├── affine_backward.m │ ├── affine_bn_relu_backward.m │ ├── affine_bn_relu_forward.m │ ├── affine_forward.m │ ├── affine_relu_backward.m │ ├── affine_relu_forward.m │ ├── col2im_c.m │ ├── col2im_m.m │ ├── col2im_mex.c │ ├── conv_backward.m │ ├── conv_bn_relu_backward.m │ ├── conv_bn_relu_forward.m │ ├── conv_bn_relu_pool_backward.m │ ├── conv_bn_relu_pool_forward.m │ ├── conv_forward.m │ ├── conv_relu_backward.m │ ├── conv_relu_forward.m │ ├── conv_relu_pool_backward.m │ ├── conv_relu_pool_forward.m │ ├── im2col_c.m │ ├── im2col_m.m │ ├── im2col_mex.c │ ├── max_pool_backward.m │ └── max_pool_forward.m ├── nn │ ├── backward.m │ ├── backward_bn_relu.m │ ├── backward_relu.m │ ├── forward.m │ ├── forward_bn_relu.m │ └── forward_relu.m ├── nnet.m ├── optim │ ├── adam.m │ ├── nestrov.m │ ├── rmsprop.m │ └── sgd_mom.m ├── rnn │ ├── lstm_backward.m │ ├── lstm_backward_gpu.m │ ├── lstm_forward.m │ ├── lstm_forward_gpu.m │ ├── rnn_backward.m │ ├── rnn_backward_gpu.m │ ├── rnn_forward.m │ └── rnn_forward_gpu.m ├── rnnet.m ├── train │ ├── gradcheck.m │ ├── predict.m │ └── train.m └── zoo │ ├── five_convnet.m │ ├── five_convnet_stride.m │ ├── four_convnet.m │ ├── init_five_convnet.m │ ├── init_five_convnet_stride.m │ ├── init_four_convnet.m │ ├── init_lstm_rnn.m │ ├── init_six_nn.m │ ├── init_six_nn_bn.m │ ├── init_two_rnn.m │ ├── init_x_nn_bn.m │ ├── lstm_rnn.m │ ├── six_nn.m │ ├── six_nn_bn.m │ ├── two_rnn.m │ └── x_nn_bn.m ├── README.md ├── paper.bib └── paper.md /Data/get_mnist.m: 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