finelybook
Machine Learning: The Basics (Machine Learning: Foundations,Methodologies,and Applications)
Author: Alexander Jung
Publisher Finelybook 出版社: ; 1st ed. 2022 edition (January 22,2022)
Language 语言: English
pages 页数: 229 pages
ISBN-10 书号: 9811681929
ISBN-13 书号: 9789811681929
Book Description
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 Author: minimizing some form of loss incurred Author: 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 to specific design choices for the model,data,and loss of a ML method.
