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

By:

Deisenroth, Marc Peter

Contributor(s):

Publication details: Cambridge University Press, Cambridge: 2020.Description: xvii, 371 p. : ill. ; 26 cmISBN:

9781108455145

Subject(s):

DDC classification:

006.31 DEI/M

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
Cover image	Item type	Current library	Home library	Collection	Shelving location	Call number	Materials specified	Vol info	URL	Copy number	Status	Notes	Date due	Barcode	Item holds	Item hold queue priority	Course reserves
	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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