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Machine learning cookbook / reference card / cheatsheet?

I wonder if there is a good self-learning textbook for machine learning? I am particularly looking for those in application-level, not so much theoretical. I wouldn't mind a math-heavy book, as long as you guys think it is suitable for self-learning.

Thanks!

CuriousMind
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