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

By: Deisenroth, Marc Peter Contributor(s): Faisal, A. Aldo | Ong, Cheng Soon Publication details: Cambridge: Cambridge University Press, 2020Description: xvii, 371 p. : ill. ; 26 cmISBN: 9781108455145Subject(s): Machine learning | Computer ScienceDDC classification: 006.31

Contents:

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.

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Holdings
Item type	Current library	Call number	Status	Date due	Barcode	Item holds
General Books	Central Library, Sikkim University General Book Section	006.31 DEI/M (Browse shelf(Opens below))	Available		49788

Total holds: 0

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.

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