Machine Learning, Deep Learning, Books, Mathematics, Artificial Intelligence.
and Statistics, it’s important to know about them. Elements of Statistical Learning by Trevor Hastie et al. This is definitely one of the most comprehensive and useful books on classical machine learning and all its common algorithms. There is a slightly simplified version of the same book called