Hallo! Tracked shipping to Austria with Delivery Duty Paid for just €3.99  

Ship to
Austria
0

My Account

  • argentina
  • chile
  • colombia
  • españa
  • méxico
  • perú
  • estados unidos
  • internacional

menu

Select your country

Americas

Europe

Rest of the world

portada Random Matrix Methods for Machine Learning
Type
Physical Book
Author
Publisher
Year
2022
Language
English
Pages
408
Format
Hardcover
Dimensions
24.6 x 16.8 x 2.4 cm
Weight
0.86 kg.
ISBN13
9781009123235
Edition No.
1
Categories

Random Matrix Methods for Machine Learning

Romain Couillet (Author) · Zhenyu Liao (Author) · Cambridge University Press · Hardcover

Random Matrix Methods for Machine Learning - Couillet, Romain ; Liao, Zhenyu

New Book Imported to Austria
Delivery: 25 Aug - 27 Aug Shipping: 5 to 6 business days.
129,06 €
Import costs and 10% VAT included in the price ✅
129,06 €

Choose the list to add your product or create one New List

Go to My Wishlists
Calculate shipping cost

Synopsis "Random Matrix Methods for Machine Learning"

This book presents a unified theory of random matrices for applications in machine learning, offering a large-dimensional data vision that exploits concentration and universality phenomena. This enables a precise understanding, and possible improvements, of the core mechanisms at play in real-world machine learning algorithms. The book opens with a thorough introduction to the theoretical basics of random matrices, which serves as a support to a wide scope of applications ranging from SVMs, through semi-supervised learning, unsupervised spectral clustering, and graph methods, to neural networks and deep learning. For each application, the authors discuss small- versus large-dimensional intuitions of the problem, followed by a systematic random matrix analysis of the resulting performance and possible improvements. All concepts, applications, and variations are illustrated numerically on synthetic as well as real-world data, with MATLAB and Python code provided on the accompanying website.

Customers reviews

More customer reviews
  • 0% (0)
  • 0% (0)
  • 0% (0)
  • 0% (0)
  • 0% (0)

Frequently Asked Questions about the Book

Is the book original?

All books in our catalog are Original.

In what language is the book written?

The book is written in English.

What is the format of this book?

The binding of this edition is Hardcover.

Questions and Answers about the Book

Do you have a question about the book? Login to be able to add your own question.

Opinions about Bookdelivery

More customer reviews