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syou6162 2017/07/07

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When not to use deep learning

I know itâ€™s a weird way to start a blog with a negative, but there was a wave of discussion in the last few days that I think serves as a good hook for some topics on which Iâ€™ve been thinking recently. It all started with a post in the Simply Stats blog by Jeff Leek on the caveats of using deep learning in the small sample size regime. In sum, he argues that when the sample size is small (which ha

syou6162 2017/07/07

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GitHub - percyliang/brown-cluster: C++ implementation of the Brown word clustering algorithm.

Implementation of the Brown hierarchical word clustering algorithm. Percy Liang Release 1.3 2012.07.24 Input: a sequence of words separated by whitespace (see input.txt for an example). Output: for each word type, its cluster (see output.txt for an example). In particular, each line is: <cluster represented as a bit string> <word> <number of times word occurs in input> Runs in $O(N C^2)$, where $N

syou6162 2017/07/07

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GitHub - percyliang/brown-cluster: C++ implementation of the Brown word clustering algorithm.

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GitHub - percyliang/brown-cluster: C++ implementation of the Brown word clustering algorithm.

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