Machine Learning

ISBN: 9780262542524 Categorii: Diverse, Diverse. An apariție: 2021 Autor: Ethem Alpaydin Editură: MIT Press Ltd Ediție: revised and updated Colecție: The MIT Press Essential Knowledge series Tip copertă: Paperback Număr pagini: 280 Stoc: Stoc limitat

Puteți plasa comenzi doar după login

Today, machine learning underlies a range of applications we use every day, from product recommendations to voice recognition--as well as some we don't yet use everyday, including driverless cars. It is the basis for a new approach to artificial intelligence that aims to program computers to use example data or past experience to solve a given problem. In this volume in the MIT Press Essential Knowledge series, Ethem Alpaydin offers a concise and accessible overview of the new AI. This expanded edition offers new material on such challenges facing machine learning as privacy, security, accountability, and bias.

Alpaydin, author of a popular textbook on machine learning, explains that as Big Data has gotten bigger, the theory of machine learning--the foundation of efforts to process that data into knowledge--has also advanced. He describes the evolution of the field, explains important learning algorithms, and presents example applications. He discusses the use of machine learning algorithms for pattern recognition; artificial neural networks inspired by the human brain; algorithms that learn associations between instances; and reinforcement learning, when an autonomous agent learns to take actions to maximize reward. In a new chapter, he considers transparency, explainability, and fairness, and the ethical and legal implications of making decisions based on data.

Editia
revised and updated
Limba
Engleza
Autor
Ethem Alpaydin
Data Publicarii
2021
Editura
MIT Press Ltd
Inaltime
18
Latime
13
Grosime
1.78
Tip Coperta
Paperback
Nr Pag
280
Colectie
The MIT Press Essential Knowledge series
Bic
UB
Greutate
249 g
Istoric preț pentru: Machine Learning

Produse similare