This reader’s recommendations and supporting excerpts from the sampled discussions.
4 books
Elements of Statistical Learning by Hastie, Friedman, Tibshirani
Matrix Computations by Golub and Van Loan
Matrix Analysis by Horn and Johnson
Functional Analysis by Reed and Simon