Sparse Estimation with Math and Python

Name: Sparse Estimation with Math and Python
Brand: Springer Verlag, Singapore
SKU: 9789811614378
Price: 853 CZK
Availability: InStock

100 Exercises for Building Logic

Autor: Joe Suzuki

Jazyk:

Vazba: Brožovaná

Vydavatel: Springer Verlag, Singapore

Dostupnost: Skladem u dodavatele

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The most crucial ability for machine learning and data science is mathematical logic for grasping th...

Informace o knize

Autor

Joe Suzuki

Jazyk

Angličtina

Vazba

Kniha - Brožovaná

Vydáno

2021

Stránek

246

EAN

9789811614378

ISBN

9811614377

Enbook ID

35818545

Vydavatel

Springer Verlag, Singapore

Hmotnost

397

Rozměry

155 x 235 x 15

Kompletní popis

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 sparse estimation by considering math problems and building Python programs. Each chapter introduces the notion of sparsity and provides procedures followed by mathematical derivations and source programs with examples of execution. To maximize readers' insights into sparsity, mathematical proofs are presented for almost all propositions, and programs are described without depending on any packages. The book is carefully organized to provide the solutions to the exercises in each chapter so that 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 15 lectures (90 mins each). Written in an easy-to-follow and self-contained style, this book will also be perfect material for independent learning by data scientists, machine learning engineers, and researchers interested in linear regression, generalized linear lasso, group lasso, fused lasso, graphical models, matrix decomposition, and multivariate analysis.This book is one of a series of textbooks in machine learning by the same Author. Other titles are: Statistical Learning with Math and R (https://www.springer.com/gp/book/9789811575679)Statistical Learning with Math and Pyth (https://www.springer.com/gp/book/9789811578762)Sparse Estimation with Math and R

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Sparse Estimation with Math and Python

100 Exercises for Building Logic

Informace o knize

Kompletní popis

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