Name: Statistical Learning With Math and Python: 100 Exercises for Building Logic
SKU: 53592246
Price: 42.92 EUR
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Author: Joe Suzuki

portada Statistical Learning With Math and Python: 100 Exercises for Building Logic

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

Type

Physical Book

Publisher

Springer

Author

Joe Suzuki

Year

2021

Language

English

Pages

268

Format

Paperback

ISBN13

9789811578762

Edition No.

Synopsis "Statistical Learning With Math and Python: 100 Exercises for Building Logic "

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.

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Statistical Learning With Math and Python: 100 Exercises for Building Logic - Joe Suzuki

Synopsis "Statistical Learning With Math and Python: 100 Exercises for Building Logic "

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