عنوان

Mathematics for machine learning /

(Number (ISBN

1108679935

(Number (ISBN

9781108679930

Erroneous ISBN

9781108455145

Erroneous ISBN

9781108470049

Title Proper

Mathematics for machine learning /

General Material Designation

[Book]

First Statement of Responsibility

Marc Peter Deisenroth, A. Aldo Faisal, Cheng Soon Ong.

Place of Publication, Distribution, etc.

New York, NY :

Name of Publisher, Distributor, etc.

Cambridge University Press,

Date of Publication, Distribution, etc.

2020.

Date

1912

Specific Material Designation and Extent of Item

1 online resource

Text of Note

Includes bibliographical references and index.

Text of Note

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.

0

Text of Note

"The fundamental mathematical tools needed to understand machine learning include linear algebra, analytic geometry, matrix decompositions, vector calculus, optimization, probability, and statistics. These topics are traditionally taught in disparate courses, making it hard for data science or computer science students, or professionals, to efficiently learn the mathematics. This self-contained textbook bridges the gap between mathematical and machine learning texts, introducing the mathematical concepts with a minimum of prerequisites. It uses these concepts to derive four central machine learning methods: linear regression, principal component analysis, Gaussian mixture models, and support vector machines. For students and others with a mathematical background, these derivations provide a starting point to machine learning texts. For those learning the mathematics for the first time, the methods help build intuition and practical experience with applying mathematical concepts"--

Title

Mathematics for machine learning

International Standard Book Number

9781108470049

Machine learning-- Mathematics.

Number

Edition

Class number

Deisenroth, Marc Peter

Faisal, A. Aldo

Ong, Cheng Soon

Date of Transaction

20200822151027.0

Cataloguing Rules (Descriptive Conventions))

rda

Electronic name

[Book]

Y