Methods and principles of building "computer systems that automatically improve with experience."

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Standardization for regularized, sparse hashed logistic regression

As the question states, I'm fitting large, sparse logistic regressions (with hashed interactions, a la vowpal wabbit) for a machine learning system. The features are on different scales, and I'm a ...
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Recurrent Neural Network (LSTM) Questions

I am coding an RNN-LSTM module, and I have the following questions: 1) In non-linear input like one-hot-encoded words, you use an extra sign (like <eol>) at ...