Machine Learning The Basics

Language: English

Published by Palgrave Macmillan, 2022

9811681929 / 9789811681929

Series: Book 2 of 4 - Machine Learning: Foundations, Methodologies, and Applications

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Machine learning (ML) has become a commonplace element in our everyday lives and a standard tool for many fields of science and engineering. To make optimal use of ML, it is essential to understand its underlying principles. This book approaches ML as the computational implementation of the scientific principle. This principle consists of continuously adapting a model of a given data-generating phenomenon by minimizing some form of loss incurred by its predictions. The book trains readers to break down various ML applications and methods in terms of data, model, and loss, thus helping them to choose from the vast range of ready-made ML methods.The book's three-component approach to ML provides uniform coverage of a wide range of concepts and techniques. As a case in point, techniques for regularization, privacy-preservation as well as explainability amount tospecific design choices for the model, data, and loss of a ML method. Sprache: Englisch Gewicht in Gramm: 466.

Seller Inventory # IB-541915

Title
Machine Learning The Basics
Author
Alexander Jung
Publisher
Palgrave Macmillan
Publication year
2022
Condition
Neu
Binding
Gebundene Ausgabe
Language
English
ISBN 10
9811681929
ISBN 13
9789811681929
Item weight
466 grams
Series
Book 2 of 4: Machine Learning: Foundations, Methodologies, and Applications

Home-set

Mannheim, Germany

5-star seller

AbeBooks seller since April 13, 2026

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Home-set

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