عنوان

A brief introduction to machine learning for engineers /

شابک

168083472X

شابک

9781680834727

عنوان اصلي

A brief introduction to machine learning for engineers /

نام عام مواد

[Book]

نام نخستين پديدآور

Osvaldo Simeone.

محل نشرو پخش و غیره

Boston :

نام ناشر، پخش کننده و غيره

now,

تاریخ نشرو بخش و غیره

[2018]

تاریخ نشرو بخش و غیره

©2018

نام خاص و کميت اثر

1 online resource (pages [200]-431) :

ساير جزييات

illustrations.

عنوان فروست

Foundations and trends in signal processing ;

مشخصه جلد

vol. 12, no. 3-4

متن يادداشت

Includes bibliographical references (pages 418-431).

متن يادداشت

Introduction -- A gentle introduction through linear regression -- Probabilistic models for learning -- Classification -- Statistical learning theory -- Unsupervised learning -- Probabilistic graphical models -- Approximate inference and learning -- Concluding remarks.

بدون عنوان

0

متن يادداشت

This monograph aims at providing an introduction to key concepts, algorithms, and theoretical results in machine learning. The treatment concentrates on probabilistic models for supervised and unsupervised learning problems. It introduces fundamental concepts and algorithms by building on first principles, while also exposing the reader to more advanced topics with extensive pointers to the literature, within a unified notation and mathematical framework. The material is organized according to clearly defined categories, such as discriminative and generative models, frequentist and Bayesian approaches, exact and approximate inference, as well as directed and undirected models. This monograph is meant as an entry point for researchers with an engineering background in probability and linear algebra.

موضوع مستند نشده

Bayesian statistical decision theory.

موضوع مستند نشده

Graphical modeling (Statistics)

موضوع مستند نشده

Machine learning.

موضوع مستند نشده

Bayesian statistical decision theory.

موضوع مستند نشده

Graphical modeling (Statistics)

موضوع مستند نشده

Machine learning.

شماره رده

نشانه اثر

مستند نام اشخاص تاييد نشده

Simeone, Osvaldo

تاريخ عمليات

20200823052100.0

قواعد فهرست نويسي ( بخش توصيفي )

pn

نام الکترونيکي

نوع ماده

[Book]

تكميل شده

Y