TY  - GEN
AU  - Deisenroth,Marc Peter
AU  - Faisal,A.Aldo
AU  - Ong,Cheng Soon
TI  - Mathematics for machine learning
SN  - 9781009108850 paper back
U1  - 006.31015 23
PY  - 2021///
CY  - New Delhi
PB  - CUP
KW  - Machine Learning
KW  - Mathematical Applications
N1  - Includes bibliographical references and index; 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 --
N2  - This book focuses on Mathematics for Machine Learning that motivates people to learn mathematical concepts. It is splitted into two parts: Mathematical foundations and Example machine learning algorithms that use the mathematical foundations
ER  -