TY  - GEN
AU  - Deisenroth, Marc Peter
AU  - Faisal, A. Aldo
AU  - Ong, Cheng Soon
TI  - Mathematics for machine learning
SN  - 9781108455145
U1  - 006.31 
PY  - 2020///
CY  - Cambridge
PB  - Cambridge University Press
KW  - Machine learning
KW  - Computer Science
N1  - Introduction and motivation --
Linear algebra --
Analytic geometry --
Matrix decompositions --
Vector calculus --
Probability and distribution --
Continuous optimization --
When models meet data --
Linear regression --
Dimensionality reduction with principal component analysis --
Density estimation with Gaussian mixture models --
Classification with support vector machines
ER  -