You may be someone who belong to a field related to mathematics like CS, economics, etc.
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[1] https://math.mit.edu/~dspivak/teaching/sp18/7Sketches.pdf
* Atiyah, Macdonald - Introduction to Commutative Algebra.
* Bourbaki (in French).
* Gasper, Rahman - Basic Hypergeometric Functions.
* Hasti et al - Elements Of Statistical Learning.
* Rudin - Real & Complex Analysis.
* Thomas, Thomas - Elements of Information Theory.
Meier's Groups, Graphs and Trees is much more accessible and visual. Strongly recommended!
Knuth's notes on how to write mathematics well [1] were very influential.
Munkres' Topology is a classic, but I think I leaned more on Hatcher's Algebraic Topology towards the end.
Drobot's Formal Languages and Automata Theory was a lot of fun to self-study.
The Graduate Texts in Mathematics series was always reliable in my experience.
Introduction to Linear Algebra, by Gilbert Strang
A lot of my learning was self study. These books were very helpful to me.
I wouldn't say it taught me the most, but more like it opened the door so I could learn the most out of everything after it.
I am searching for books in mathematics that teach both the how and the why, here: https://news.ycombinator.com/item?id=31650459
I hope to get some insightful answers soon.