For a very crash course on machine learning itself, watch Melanie Warrick's "How to Get Started with Machine Learning" talk from PyCon 2014.
It Provide an introduction to machine learning to clarify what it is, what it's not and how it fits into this picture of all the hot topics around data analytics and big data.
Enjoy :)
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