
UFLDL
ShenYounger
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UFLDL(1)Sparse Autoencoder
1. The second term is a regularization term (also called a weight decay term) that tends to decrease the magnitude of the weights, and helps prevent overfitting. you may also recognize this weigh原创 2017-06-14 17:53:16 · 331 阅读 · 0 评论 -
UFLDL(2)Vectorized implementation
1.Whenever possible, avoid using explicit for-loops in your code. 2.Thus, for your first few programs, you might choose to first implement your algorithm without too many vectorization tricks, and原创 2017-06-14 21:55:25 · 423 阅读 · 0 评论 -
epoch vs batch vs iteration
In the neural network terminology: one epoch = one forward pass and one backward pass of all the training examples batch size = the number of training examples in one forward/backward pass.转载 2017-07-26 11:22:25 · 536 阅读 · 0 评论