Linear Algebra and Learning from Data

Linear Algebra and Learning from Data
Author :
Publisher : Wellesley-Cambridge Press
Total Pages : 0
Release :
ISBN-10 : 0692196382
ISBN-13 : 9780692196380
Rating : 4/5 (82 Downloads)

Book Synopsis Linear Algebra and Learning from Data by : Gilbert Strang

Download or read book Linear Algebra and Learning from Data written by Gilbert Strang and published by Wellesley-Cambridge Press. This book was released on 2019-01-31 with total page 0 pages. Available in PDF, EPUB and Kindle. Book excerpt: Linear algebra and the foundations of deep learning, together at last! From Professor Gilbert Strang, acclaimed author of Introduction to Linear Algebra, comes Linear Algebra and Learning from Data, the first textbook that teaches linear algebra together with deep learning and neural nets. This readable yet rigorous textbook contains a complete course in the linear algebra and related mathematics that students need to know to get to grips with learning from data. Included are: the four fundamental subspaces, singular value decompositions, special matrices, large matrix computation techniques, compressed sensing, probability and statistics, optimization, the architecture of neural nets, stochastic gradient descent and backpropagation.


Linear Algebra and Learning from Data Related Books

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
Deep Fusion of Computational and Symbolic Processing
Language: en
Pages: 266
Authors: Takeshi Furuhashi
Categories: Computers
Type: BOOK - Published: 2012-12-06 - Publisher: Physica

DOWNLOAD EBOOK

Symbolic processing has limitations highlighted by the symbol grounding problem. Computational processing methods, like fuzzy logic, neural networks, and statis
Linear Algebra Tools for Data Mining
Language: en
Pages: 878
Authors: Dan A. Simovici
Categories: Computers
Type: BOOK - Published: 2012 - Publisher: World Scientific

DOWNLOAD EBOOK

This comprehensive volume presents the foundations of linear algebra ideas and techniques applied to data mining and related fields. Linear algebra has gained i
Matrix Methods in Data Mining and Pattern Recognition
Language: en
Pages: 226
Authors: Lars Elden
Categories: Computers
Type: BOOK - Published: 2007-07-12 - Publisher: SIAM

DOWNLOAD EBOOK

Several very powerful numerical linear algebra techniques are available for solving problems in data mining and pattern recognition. This application-oriented b
Photonic Signal Processing
Language: en
Pages: 382
Authors: Le Nguyen Binh
Categories: Science
Type: BOOK - Published: 2018-10-03 - Publisher: CRC Press

DOWNLOAD EBOOK

The potential of photonic signal processing (PSP) to overcome electronic limits for processing ultra-wideband signals, provide signal conditioning that can be i