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Textbooks on Various Subjects

Jun 7, 2020Last updated: Apr 26, 2022
Books in 📚 ref

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.

While I have not read most books cover to cover, I have consistently referred back to more than a few chapters of relevance. I am convinced that the rest of the book is worth reading. Often, multiple books cater to overlapping topics, and provide complementary strengths to aid understanding. When multiple books are specified within each (sub-)section, it is safe to assume that as a "soft" recommendation order.

General Mathematics

Optimization

Differential Equations

Miscellaneous

So You Want to Study Mathematics… has a reasonable starter list for some core topics in mathematics.

Linear Algebra

Numerical Methods

Machine Learning

Bayesian Inference

Learning Theory

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