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Author Deisenroth, Marc Peter, author.
Title Mathematics for machine learning / Marc Peter Deisenroth, A. Aldo Faisal, Cheng Soon Ong.
Publisher Cambridge, United Kingdom ; New York, NY : Cambridge University Press, 2020.
Copyright date ©2020


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 BJL Reading Room 1st floor HDC  Q325.5 .D45  4 WEEK LOAN  AVAILABLE
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Descript xvii, 371 pages : illustrations (some color) ; 26 cm
Content text txt
Media unmediated n
Carrier volume nc
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.
ISBN 9781108455145
110845514X
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Author Deisenroth, Marc Peter, author.
Subject Machine learning -- Mathematics.
Alt author Faisal, A. Aldo, author.
Ong, Cheng Soon, author.
Descript xvii, 371 pages : illustrations (some color) ; 26 cm
Content text txt
Media unmediated n
Carrier volume nc
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.
ISBN 9781108455145
110845514X
Author Deisenroth, Marc Peter, author.
Subject Machine learning -- Mathematics.
Alt author Faisal, A. Aldo, author.
Ong, Cheng Soon, author.
LOCATION SHELVED AT LOAN TYPE STATUS
 BJL Reading Room 1st floor HDC  Q325.5 .D45  4 WEEK LOAN  AVAILABLE

Subject Machine learning -- Mathematics.
Descript xvii, 371 pages : illustrations (some color) ; 26 cm
Content text txt
Media unmediated n
Carrier volume nc
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.
Alt author Faisal, A. Aldo, author.
Ong, Cheng Soon, author.
ISBN 9781108455145
110845514X
Persistent link to this item
Click link and copy URL from browser navigation toolbar

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