Textbooks on Various Subjects

Textbooks to learn various technical topics in literature.

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Well-written textbooks (or even theses) are the fastest way to learn technical topics that have achieved critical mass. Inspired by a similarly titled post, I have my own evolving list.

Numerical Methods

Cannot learn enough of numerical methods.

General Mathematics


Differential Equations

Linear Algebra


So You Want to Study Mathematics… has a starter list for some core topics in mathematics. 30 Best Math Books to Learn Advanced Mathematics for Self-Learners for some classic introductory books. Mathematics books that are perfect as introductions to a particular field/topic just for their writing. Math books that made you significantly better at math from HN.

Machine Learning

Bayesian Inference

Learning Theory