عنوان

Algorithmic aspects of machine learning /

شابک

1107184584

شابک

1316636003

شابک

9781107184589

شابک

9781316636008

شابک اشتباه

9781316886854

عنوان اصلي

Algorithmic aspects of machine learning /

نام عام مواد

[Book]

نام نخستين پديدآور

Ankur Moitra, Massachusetts Institute of Technology.

محل نشرو پخش و غیره

New York, NY, USA :

نام ناشر، پخش کننده و غيره

Cambridge University Press,

تاریخ نشرو بخش و غیره

2018.

نام خاص و کميت اثر

vii, 151 pages :

ساير جزييات

illustrations ;

ابعاد

24 cm

متن يادداشت

Includes bibliographical references and index.

متن يادداشت

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.

شماره استاندارد بين المللي کتاب و موسيقي

9781316886854

موضوع مستند نشده

Computer algorithms.

موضوع مستند نشده

Machine learning-- Mathematics.

موضوع مستند نشده

Algorithmus

موضوع مستند نشده

Computer algorithms.

موضوع مستند نشده

Maschinelles Lernen

شماره

ويراست

شماره رده

نشانه اثر

مستند نام اشخاص تاييد نشده

Moitra, Ankur,1985-

تاريخ عمليات

20200822173139.0

قواعد فهرست نويسي ( بخش توصيفي )

rda

نام الکترونيکي

نوع ماده

[Book]

تكميل شده

Y