UFLDL Exercise: Convolutional Neural Network
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Structure: Input layer --> Conv layer --> Mean-pooling layer --> Softmax layer
Property:
1. Cross-entropy loss function
2. Sigmoid activation function
3. Stochastic Gradient Descent with weight decay and momentum
4. Accuracy on MNIST: a little more than 97%
Reference:
1. Exercise: Convolutional Neural Network
2. CNN卷积神经网络推导和实现
3. CNN的反向求导及练习
2. CNN卷积神经网络推导和实现
3. CNN的反向求导及练习
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