TY  - BOOK
AU  - Deisenroth Marc Peter
TI  - Mathematics for Machine Learning
SN  - 978-1-108-45514-5
U1  - 006.31 23
PY  - 2021///
CY  - UK
PB  - Cambridge University
N1  - Part I: Mathematical Foundations
Introduction and Motivation
Linear Algebra
Analytic Geometry
Matrix Decompositions
Vector Calculus
Probability and Distribution
Continuous Optimization
Part II: Central Machine Learning Problems

When Models Meet Data
Linear Regression
Dimensionality Reduction with Principal Component Analysis
Density Estimation with Gaussian Mixture Models
Classification with Support Vector Machines
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ER  -