Related Books

Linear Algebra and Optimization for Machine Learning
Language: en
Pages: 507
Authors: Charu C. Aggarwal
Categories: Computers
Type: BOOK - Published: 2020-05-13 - Publisher: Springer Nature

DOWNLOAD EBOOK

This textbook introduces linear algebra and optimization in the context of machine learning. Examples and exercises are provided throughout the book. A solution
Linear Algebra And Optimization With Applications To Machine Learning - Volume Ii: Fundamentals Of Optimization Theory With Applications To Machine Learning
Language: en
Pages: 896
Authors: Quaintance Jocelyn
Categories: Mathematics
Type: BOOK - Published: 2020-03-16 - Publisher: World Scientific

DOWNLOAD EBOOK

Volume 2 applies the linear algebra concepts presented in Volume 1 to optimization problems which frequently occur throughout machine learning. This book blends
Mathematics for Machine Learning
Language: en
Pages: 392
Authors: Marc Peter Deisenroth
Categories: Computers
Type: BOOK - Published: 2020-04-23 - Publisher: Cambridge University Press

DOWNLOAD EBOOK

The fundamental mathematical tools needed to understand machine learning include linear algebra, analytic geometry, matrix decompositions, vector calculus, opti
Optimization for Machine Learning
Language: en
Pages: 509
Authors: Suvrit Sra
Categories: Computers
Type: BOOK - Published: 2012 - Publisher: MIT Press

DOWNLOAD EBOOK

An up-to-date account of the interplay between optimization and machine learning, accessible to students and researchers in both communities. The interplay betw
Linear Algebra and Learning from Data
Language: en
Pages: 0
Authors: Gilbert Strang
Categories: Computers
Type: BOOK - Published: 2019-01-31 - Publisher: Wellesley-Cambridge Press

DOWNLOAD EBOOK

Linear algebra and the foundations of deep learning, together at last! From Professor Gilbert Strang, acclaimed author of Introduction to Linear Algebra, comes