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Книга Kernel Methods for Machine Learning with Math and Python Joe Suzuki

Kernel Methods for Machine Learning with Math and Python

100 Exercises for Building Logic

Автор: Joe Suzuki
Език: Английски език
Корици: С меки корици
Издател: Springer Verlag, Singapore
Наличност: Външен склад
Изпращаме след 5-8 дни
51.62 € 100.97 лв
The most crucial ability for machine learning and data science is mathematical logic for grasping th...

Информация за книгата

Автор
Joe Suzuki
Език
Английски език
Корици
Книга - С меки корици
Издадена
2022
страници
208
EAN
9789811904004
Enbook ID
38637045
Издател
Springer Verlag, Singapore
Теглоt
344
Размери
154 x 233 x 17

Пълно описание

The most crucial ability for machine learning and data science is mathematical logic for grasping their essence rather than relying on knowledge or experience. This textbook addresses the fundamentals of kernel methods for machine learning by considering relevant math problems and building Python programs. The book's main features are as follows:The content is written in an easy-to-follow and self-contained style.The book includes 100 exercises, which have been carefully selected and refined. As their solutions are provided in the main text, readers can solve all of the exercises by reading the book.The mathematical premises of kernels are proven and the correct conclusions are provided, helping readers to understand the nature of kernels.Source programs and running examples are presented to help readers acquire a deeper understanding of the mathematics used.Once readers have a basic understanding of the functional analysis topics covered in Chapter 2, the applications are discussed in the subsequent chapters. Here, no prior knowledge of mathematics is assumed.This book considers both the kernel for reproducing kernel Hilbert space (RKHS) and the kernel for the Gaussian process; a clear distinction is made between the two.

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