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First of all, let me be clear about one thing: You're not going to "learn" machine learning in 60 minutes.
Instead, the goal of this session is to give you some sense of how to approach one type of machine learning in practice, specifically http://en.wikipedia.org/wiki/Supervised_learning.
https://github.com/cjdd3b/nicar2015/tree/master/machine-learning
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