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This is the solution of Andrew's 'Unsupervised Feature Learning and Deep Learning'.
I mainly copyed the code from https://github.com/danluu/UFLDL-tutorial, and then rearrange it.
Questions:
Why not use the bias in softmax
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The solution of Andrew Unsupervised Feature Learning and Deep Learning