عنوان

A brief introduction to machine learning for engineers /

(Number (ISBN

168083472X

(Number (ISBN

9781680834727

Title Proper

A brief introduction to machine learning for engineers /

General Material Designation

[Book]

First Statement of Responsibility

Osvaldo Simeone.

Place of Publication, Distribution, etc.

Boston :

Name of Publisher, Distributor, etc.

now,

Date of Publication, Distribution, etc.

[2018]

Date of Publication, Distribution, etc.

©2018

Specific Material Designation and Extent of Item

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

Other Physical Details

illustrations.

Series Title

Foundations and trends in signal processing ;

Volume Designation

vol. 12, no. 3-4

Text of Note

Includes bibliographical references (pages 418-431).

Text of Note

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.

0

Text of Note

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.

Bayesian statistical decision theory.

Graphical modeling (Statistics)

Machine learning.

Bayesian statistical decision theory.

Graphical modeling (Statistics)

Machine learning.

Class number

Book number

Simeone, Osvaldo

Date of Transaction

20200823052100.0

Cataloguing Rules (Descriptive Conventions))

pn

Electronic name

[Book]

Y