Sridhar Mahadevan's 20 math books for Machine Learning

1.
Introduction to Linear Algebra
Introduction to Linear Algebra 4.24 avg rating — 689 ratings
2.
In All Likelihood: Statistical Modelling and Inference Using Likelihood
In All Likelihood: Statistical Modelling and Inference Using Likelihood 4.32 avg rating — 28 ratings
3.
Convex Optimization
Convex Optimization 4.48 avg rating — 343 ratings
4.
Optimization by Vector Space Methods
Optimization by Vector Space Methods 4.51 avg rating — 37 ratings
5.
Causal Inference in Statistics: A Primer
Causal Inference in Statistics: A Primer 4.10 avg rating — 244 ratings
6.
Group Representations in Probability and Statistics (Lecture Notes Vol 11)
Group Representations in Probability and Statistics (Lecture Notes Vol 11) 4.75 avg rating — 4 ratings
7.
Linear Statistical Inference and its Applications
Linear Statistical Inference and its Applications really liked it 4.00 avg rating — 7 ratings
8.
Convex Analysis
Convex Analysis 4.44 avg rating — 27 ratings
9.
The Symmetric Group: Representations, Combinatorial Algorithms, and Symmetric Functions (Graduate Texts in Mathematics, Vol. 203)
The Symmetric Group: Representations, Combinatorial Algorithms, and Symmetric Functions (Graduate Texts in Mathematics, Vol. 203) 4.36 avg rating — 14 ratings
10.
Introduction to Applied Mathematics
Introduction to Applied Mathematics 4.02 avg rating — 55 ratings
11.
Analysis of Incomplete Multivariate Data (Chapman & Hall/CRC Monographs on Statistics and Applied Probability)
Analysis of Incomplete Multivariate Data (Chapman & Hall/CRC Monographs on Statistics and Applied Probability) really liked it 4.00 avg rating — 8 ratings
12.
Neuro-Dynamic Programming (Optimization and Neural Computation Series, 3)
Neuro-Dynamic Programming (Optimization and Neural Computation Series, 3) 4.29 avg rating — 21 ratings
13.
Best Approximation in Inner Product Spaces (CMS Books in Mathematics)
Best Approximation in Inner Product Spaces (CMS Books in Mathematics) 0.00 avg rating — 0 ratings
14.
Algebra (Graduate Texts in Mathematics, 211)
Algebra (Graduate Texts in Mathematics, 211) 4.10 avg rating — 211 ratings
15.
Introduction to Topological Manifolds
Introduction to Topological Manifolds 4.53 avg rating — 64 ratings
16.
Introduction to Smooth Manifolds
Introduction to Smooth Manifolds 4.46 avg rating — 145 ratings
17.
Riemannian Manifolds: An Introduction to Curvature
Riemannian Manifolds: An Introduction to Curvature 4.31 avg rating — 55 ratings
18.
Naive Set Theory
Naive Set Theory 4.23 avg rating — 612 ratings
19.
Measure Theory (Graduate Texts in Mathematics, 18)
Measure Theory (Graduate Texts in Mathematics, 18) 4.12 avg rating — 43 ratings
20.
Probability Theory: Independence, Interchangeability, Martingales
Probability Theory: Independence, Interchangeability, Martingales really liked it 4.00 avg rating — 1 rating
21.
The Topology of Fibre Bundles. (PMS-14)
The Topology of Fibre Bundles. (PMS-14) 4.60 avg rating — 5 ratings