Book: Mathematics for Machine Learning ↗

The books people recommended

2018-04-04 · 465 points · 54 comments · 16 books named by at least one person here and at least 3 people overall. The number on the left is how many people named it in this thread.

6
Concrete Mathematics
Donald Knuth
6 here · 46 all-time · #98 overall
Buy on Amazon4.5 out of 5, 2 ratings on Amazon
5
Calculus
Spivak
5 here · 99 all-time · #30 overall
Buy on Amazon4.6 out of 5, 187 ratings on Amazon
4Probability Theory
Probability Theory
E. T. Jaynes
4 here · 19 all-time · #341 overall
Buy on Amazon4.8 out of 5, 147 ratings on Amazon
4Machine Learning
Machine Learning
Tom Mitchell
4 here · 11 all-time · #580 overall
Buy on Amazon4.3 out of 5, 551 ratings on Amazon
3
Deep Learning
Ian Goodfellow, Yoshua Bengio, Aaron Courville
3 here · 47 all-time · #94 overall
Buy on Amazon4.3 out of 5, 2,395 ratings on Amazon
3Reinforcement Learning: An Introduction
Reinforcement Learning: An Introduction
Richard S. Sutton and Andrew G. Barto
3 here · 13 all-time · #505 overall
Buy on Amazon4.6 out of 5, 641 ratings on Amazon
2
How to Solve It
George Polya
2 here · 42 all-time · #115 overall
Buy on Amazon4.5 out of 5, 1,615 ratings on Amazon
2
The Elements of Statistical Learning
Hastie, Tibshirani, Friedman
2 here · 30 all-time · #191 overall
Buy on Amazon4.6 out of 5, 1,362 ratings on Amazon
1
Linear Algebra Done Right
Sheldon Axler
1 here · 36 all-time · #142 overall
Buy on Amazon4.7 out of 5, 736 ratings on Amazon
1How to Prove It
How to Prove It
Daniel J. Velleman
1 here · 13 all-time · #489 overall
Buy on Amazon4.7 out of 5, 425 ratings on Amazon
1No Bullshit Guide to Math & Physics
No Bullshit Guide to Math & Physics
Ivan Savov
1 here · 6 all-time · #1095 overall
1Conceptual Mathematics
Conceptual Mathematics
Lawvere and Schanuel
1 here · 5 all-time · #1338 overall
1Mathematics and Plausible Reasoning
Mathematics and Plausible Reasoning
George Polya
1 here · 4 all-time · #1698 overall
1Foundations of Machine Learning
Foundations of Machine Learning
Shalev-Shwartz, Ben-David
1 here · 3 all-time · #2121 overall
1No Bullshit Guide to Linear Algebra
No Bullshit Guide to Linear Algebra
Ivan Savov
1 here · 3 all-time · #2301 overall
1Numerical Analysis
Numerical Analysis
Burden/Faires
1 here · 3 all-time · #2302 overall