Deisenroth, Marc Peter,

Mathematics for machine learning / Marc Peter Deisenroth, A. Aldo Faisal, Cheng Soon Ong. - pages cm

Introduction and motivation (Page-1), Linear algebra (Page-8),Analytic geometry (Page-57), Matrix decompositions (Page-82),Vector calculus (Page-120), Probability and distribution (Page-152),Continuous optimization (Page-201),When models meet data (Page-225),Linear regression (Page-260), Dimensionality reduction with principal component analysis (Page-286), Density estimation with Gaussian mixture models (Page-314),Classification with support vector machines. (Page-335).

9781108470049 9781108455145

2019040762


Machine learning--Mathematics.

Q325.5 / .D45 2020

006.31, DEI