Free shipping on all orders over $79* Limited Time Only
Track My Order
Help Centre
Likes
My Wish ListsLogin / Join
Booktopia
Australia's local bookstore
Get Free Shipping on orders over $79
Random Matrix Methods for Machine Learning - Romain Couillet

Random Matrix Methods for Machine Learning

By: Romain Couillet, Zhenyu Liao

eText | 21 July 2022

At a Glance

eText

$122.95

or 4 interest-free payments of $30.74 with

 or 

Instant online reading in your Booktopia eTextbook Library *

Why choose an eTextbook?

Instant Access *

Purchase and read your book immediately

Read Aloud

Listen and follow along as Bookshelf reads to you

Study Tools

Built-in study tools like highlights and more

* eTextbooks are not downloadable to your eReader or an app and can be accessed via web browsers only. You must be connected to the internet and have no technical issues with your device or browser that could prevent the eTextbook from operating.
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.
on
Desktop
Tablet
Mobile

You Can Find This eBook In

Non-FictionComputing & I.T.Computer ScienceArtificial IntelligenceComputer Vision

More in Computer Vision

AI for You - Michael Martin

eBOOK

AI for You

eBook

$15.99

Artifical Intelligence - J.C. Lesko

eBOOK

Artifical Intelligence

eBook

$9.99

Everyday AI - Guenter Schamel

eBOOK

Everyday AI

eBook

$7.99

A I(M) Here to Stay - Jonathon Wetzel

eBOOK

A I(M) Here to Stay

eBook

$15.99

Cyber Time - Jameson Lyon

eBOOK

Cyber Time

eBook

$15.99

This product is categorised by