maths
- Analysis / Calculus
- \<The Way of Analysis> 讲的很好，逻辑通顺
- Scalar and Matrix calculus
- maths/probability - Derive from distribution
- This is very rigous and full of mathematical insight
- This is very consise (<20 pages per chapter) looks practical!
- This one is long but full of visualizations and classical examples! also main text book for a Berkeley course EE126
- Other recommendations that I haven't checked
- maths/stats - infer from data
- MCMC, EM method
- Applications
- Great stats visualizations https://onlinestatbook.com/stat\_sim/index.html
- textbook
- Statistical models - A. C. Davison recommended by Matt.
- All of Statistics - A Concise Course in Statistical Inference recommended by YunZhong
- Other recommended books:
- Probabilistic Models of Cognition
by Noah D. Goodman, Joshua B. Tenenbaum & The ProbMods Contributors https://probmods.org/ - An Introduction to Statistical Learning (ISL)
- Algebra maths/linear-algebra
- \<Linear Algebra Done Right>
_Axler,_Sheldon_-_Linear_Algebra_Done_Right-Springer_International_Publishing_Imprint_Springer_(2015)_1693920641012_0.pdf)
- \<Advanced Linear Algebra by Steven Roman>
- 面试题
- Heard on the street
- 绿皮书
- Optimizations maths/optimization
- SVM
1 page links here
Knowledge and Skills
maths