*** Update: This became less of a book as I realized how much of a n00b I was and more of a collection of materials to provide intuitions that might one day get compiled into a book.
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A free book I started writing aimed at helping folks using machine learning frameworks everyday have a better intuition about what is happening under the hood!
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