TY - BOOK 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, United Kingdom PB - Cambridge University Press KW - Matematicas KW - Aprendizaje automática N1 - Mathematical Foundations. Introduction and motivation -- Linear algebra -- Analytic geometry -- Matrix decompositions -- Vector calculus -- Probability and distribution -- Continuous optimization -- 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 ER -