Mathematics for machine learning/
Marc Peter Deisenroth, A. Aldo Faisal and Cheng Soon Ong
- Cambridge: Cambridge University Press, 2020.
- xvii, 371 p. : ill. ; 26 cm.
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.