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Sparse Estimation with Math and Python
- 100 Exercises for Building Logic
Af: Joe Suzuki
Engelsk
Bogcover for Sparse Estimation with Math and Python af Joe Suzuki, 9789811614378
Specifikationer
Sprog:
Engelsk
Sider:
246
ISBN-13:
9789811614378
Indbinding:
Paperback
ISBN-10:
9811614377
Kategori:
Udg. Dato:
31 okt 2021
Størrelse i cm:
23,5 x 15,5
Forlag:
Oplagsdato:
31 okt 2021
Forfatter(e):
Genre:

Sparse Estimation with Math and Python

- 100 Exercises for Building Logic
Af: Joe Suzuki
Engelsk
Paperback 2021
Format:
Paperback
Bog beskrivelse
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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Specifikationer
Sprog:
Engelsk
Sider:
246
ISBN-13:
9789811614378
Indbinding:
Paperback
ISBN-10:
9811614377
Kategori:
Udg. Dato:
31 okt 2021
Størrelse i cm:
23,5 x 15,5
Forlag:
Oplagsdato:
31 okt 2021
Forfatter(e):
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