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