Description: Further DetailsTitle: Statistical Learning with Math and PythonCondition: NewEAN: 9789811578762ISBN: 9789811578762Edition: 1st ed. 2021Publisher: Springer Verlag, SingaporeFormat: PaperbackRelease Date: 08/04/2021Item Height: 235mmItem Length: 155mmAuthor: Joe SuzukiLanguage: EnglishSubtitle: 100 Exercises for Building LogicDescription: 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. 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. 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. 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.Country/Region of Manufacture: SGGenre: Science Nature & MathTopic: Computing & InternetRelease Year: 2021 Missing Information?Please contact us if any details are missing and where possible we will add the information to our listing.
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Book Title: Statistical Learning with Math and Python
Title: Statistical Learning with Math and Python
EAN: 9789811578762
ISBN: 9789811578762
Edition: 1st ed. 2021
Release Date: 08/04/2021
Release Year: 2021
Item Height: 235mm
Subtitle: 100 Exercises for Building Logic
Country/Region of Manufacture: SG
Genre: Science Nature & Math
Topic: Computing & Internet
Number of Pages: Xi, 256 Pages
Publication Name: Statistical Learning with Math and Python : 100 Exercises for Building Logic
Language: English
Publisher: Springer
Subject: Mathematical & Statistical Software, Intelligence (Ai) & Semantics, Probability & Statistics / General
Publication Year: 2021
Type: Textbook
Item Weight: 14.9 Oz
Author: Joe Suzuki
Item Length: 9.3 in
Subject Area: Mathematics, Computers
Item Width: 6.1 in
Format: Trade Paperback
