عنوان

Algorithmic aspects of machine learning /

(Number (ISBN

1107184584

(Number (ISBN

1316636003

(Number (ISBN

9781107184589

(Number (ISBN

9781316636008

Erroneous ISBN

9781316886854

Title Proper

Algorithmic aspects of machine learning /

General Material Designation

[Book]

First Statement of Responsibility

Ankur Moitra, Massachusetts Institute of Technology.

Place of Publication, Distribution, etc.

New York, NY, USA :

Name of Publisher, Distributor, etc.

Cambridge University Press,

Date of Publication, Distribution, etc.

2018.

Specific Material Designation and Extent of Item

vii, 151 pages :

Other Physical Details

illustrations ;

Dimensions

24 cm

Text of Note

Includes bibliographical references and index.

Text of Note

This book bridges theoretical computer science and machine learning by exploring what the two sides can teach each other. It emphasizes the need for flexible, tractable models that better capture not what makes machine learning hard, but what makes it easy. Theoretical computer scientists will be introduced to important models in machine learning and to the main questions within the field. Machine learning researchers will be introduced to cutting-edge research in an accessible format, and gain familiarity with a modern, algorithmic toolkit, including the method of moments, tensor decompositions and convex programming relaxations. The treatment beyond worst-case analysis is to build a rigorous understanding about the approaches used in practice and to facilitate the discovery of exciting, new ways to solve important long-standing problems.

International Standard Book Number

9781316886854

Computer algorithms.

Machine learning-- Mathematics.

Algorithmus

Computer algorithms.

Maschinelles Lernen

Number

Edition

Class number

Book number

Moitra, Ankur,1985-

Date of Transaction

20200822173139.0

Cataloguing Rules (Descriptive Conventions))

rda

Electronic name

[Book]

Y