Machine Learning (Paperback)

Language: English

Published by Springer Verlag, Singapore, Singapore, 2023

9811681953 / 9789811681950

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

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  • Softcover
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Paperback. 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 books 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. 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 books three-component approach to ML provides uniform coverage of a wide range of concepts and techniques. Shipping may be from our Sydney, NSW warehouse or from our UK or US warehouse, depending on stock availability.…

Seller Inventory # 9789811681950

Title
Machine Learning (Paperback)
Author
Alexander Jung
Publisher
Springer Verlag, Singapore, Singapore
Publication year
2023
Condition
new
Binding
Paperback
Language
English
ISBN 10
9811681953
ISBN 13
9789811681950
Edition
1st Edition
Series
Book 2 of 4: Machine Learning: Foundations, Methodologies, and Applications

AussieBookSeller

Truganina, VIC, Australia

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AbeBooks seller since June 22, 2007

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