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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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.
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.