An excellent book on learning theory, i think this book is better than book by Mohri on theoretical aspect of machine learning. Best along with Christopher Bishop book.
This is a very well written book. The chapters are short (bite-sized), but are very lucid.
This is an excellent introduction to the theory of Machine Learning (ML). I would like though to stress the word "theory".
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