Deisenroth, Marc Peter creator Faisal, A. Aldo Ong, Cheng Soon text Cambridge, United Kingdom Cambridge University Press 2020 monographic eng

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xvii, 371 páginas: ilustraciones (algunas a color) 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. Matematicas Aprendizaje automática 006.31 D325m 2020 9781108455145 220928 20250825174928.0 u3672