Statistical Learning with Math and Python: 100 Exercises for Building Logic

$15.99

Statistical Learning with Math and Python: 100 Exercises for Building Logic
Authors: Joe Suzuki
Year: 2021
Publisher: Springer
Language: English
ISBN 13: 9789811578762
ISBN 10: 9811578761
Categories: Computers, Computer Science
Pages: 320 / 319
Edition: 1st ed. 2021

Availability: 5000 in stock

SKU: 9789811578762 Categories: ,

Statistical Learning with Math and Python: 100 Exercises for Building Logic Joe Suzuki
The most crucial ability for machine learning and data science is mathematical logic for grasping their essence rather than knowledge and experience. This textbook approaches the essence of machine learning and data science by considering math problems and building Python programs.<p></p> <p>As the preliminary part, Chapter 1 provides a concise introduction to linear algebra, which will help novices read further to the following main chapters. Those succeeding chapters present essential topics in statistical learning: linear regression, classification, resampling, information criteria, regularization, nonlinear regression, decision trees, support vector machines, and unsupervised learning. </p> Each chapter mathematically formulates and solves machine learning problems and builds the programs. The body of a chapter is accompanied by proofs and programs in an appendix, with exercises at the end of the chapter. Because the book is carefully organized to provide the solutions to the exercises in each chapter, readers can solve the total of 100 exercises by simply following the contents of each chapter.<p></p> <p>This textbook is suitable for an undergraduate or graduate course consisting of about 12 lectures. Written in an easy-to-follow and self-contained style, this book will also be perfect material for independent learning.</p> Categories:
Computers – Computer Science
Year:
2021
Edition:
1st ed. 2021
Publisher:
Springer
Language:
english
Pages:
267 / 260
ISBN 10:
9811578761
ISBN 13:
9789811578762
File:
60 MB

Reviews

There are no reviews yet.

Only logged in customers who have purchased this product may leave a review.

Shopping Cart
Statistical Learning with Math and Python: 100 Exercises for Building Logic
$15.99

Availability: 5000 in stock