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Non-technical(ish) machine learning books

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Today I was talking with a neuroscientist and she explained that she would like some reference that explains what she might be able to do with machine learning. All the books I have read have been highly technical so I couldn't recommend any. Does anyone know of such books, articles, or other references? It's ok if the reference has technical parts, but she is looking for a ref which would also have high level explanations of the different types of machine learning tasks.

Thanks!

submitted by the_mind_is_a_sponge
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