Compare Prices | Create Shopping Lists with Price Drop Alerts | Set Coupons, Promo Codes & Sales Alerts | Get Access to Exclusive Deals and Much More... All in One Place | Read all about it here

Geometry of Deep Learning

Geometry of Deep Learning

Brand
Springer Nature
Manufacturer
N/A
Part Number
0
GTIN
9789811660467
Condition
New
Product Description

The focus of this book is on providing students with insights into geometry that can help them understand deep learning from a unified perspective. Rather than describing deep learning as an implementation technique, as is usually the case in many existing deep learning books, here, deep learning is explained as an ultimate form of signal processing techniques that can be imagined. To support this claim, an overview of classical kernel machine learning approaches is presented, and their advantages and limitations are explained. Following a detailed explanation of the basic building blocks of deep neural networks from a biological and algorithmic point of view, the latest tools such as attention, normalization, Transformer, BERT, GPT-3, and others are described. Here, too, the focus is on the fact that in these heuristic approaches, there is an important, beautiful geometric structure behind the intuition that enables a systematic understanding. A unified geometric analysis to understand the working mechanism of deep learning from high-dimensional geometry is offered. Then, different forms of generative models like GAN, VAE, normalizing flows, optimal transport, and so on are described from a unified geometric perspective, showing that they actually come from statistical distance-minimization problems. Because this book contains up-to-date information from both a practical and theoretical point of view, it can be used as an advanced deep learning textbook in universities or as a reference source for researchers interested in acquiring the latest deep learning algorithms and their underlying principles. In addition, the book has been prepared for a codeshare course for both engineering and mathematics students, thus much of the content is interdisciplinary and will appeal to students from both disciplines.

Available Colors
Available Sizes
1 Offer Price Range: $44.99 - $44.99
BEST PRICE

Single Product Purchase

$44.99
@ Link.springer.com     BUY Now

Price Comparison

Seller Contact Seller List Price On Sale Shipping Best Promo Final Price Volume Discount Financing Availability Seller's Page
BEST PRICE
1 Product Purchase
@ Link.springer.com
Contact Store Call Store Contact Support
$44.99 $44.99

$44.99
See Site In stock Visit Store

Similar Products

Arts and Culture for Older People in Singapore: An Annotated Bibliography

$54.99

Complement in Health and Disease

$84.99

Lernen selbst managen

$54.99

MultiMedia Modeling

$54.99

Anticipatory Systems

$169.99

Die grenzberschreitende Interaktion grner Parteien in Europa

$39.99

The Lunar Chronicles: Winter

$9.74

Service Orientation in Holonic and Multi Agent Manufacturing and Robotics

$129.00

Introductory Orbit Dynamics

$29.99

Frhzeitiges Kostenmanagement

$69.99

Wirtschaftlichkeitsplanung

$59.99

Microcomputer User's Handbook

$19.99

Kostengnstig Entwickeln und Konstruieren

$74.99

New Directions in Terahertz Technology

$169.00

Kooperative Absatzplanung

$69.99

Einfhrung in die Geometrie der Waben

$49.99

Agronomic Crops

$219.99

One Hundred Years of Chemical Engineering

$219.99

The Center of the Galaxy

$219.99

Tools for Design, Implementation and Verification of Emerging Information Technologies

$39.99

International Maritime Labour Law

$99.00

Financing the Green New Deal

$24.99

Politisches Krisenmanagement

$59.99

Diseases of Wild Waterfowl

$39.99

Football and the Decline of Britain

$109.99

Trade and Technology in Soviet-Western Relations

$169.99

Discrete-Time Sliding Mode Protocols for Discrete Multi-Agent System

$129.99

Chemistry in Action: Making Molecular Movies with Ultrafast Electron Diffraction and Data Science

$109.99

Avionik und Flugsicherungstechnik

$69.99

Survey of Text Mining II

$54.99

Spitzenkandidaten und Wahlerfolg

$44.99

Introduction to THz Wave Photonics

$129.00

Echtzeitsimulation zur Prozefhrung komplexer Systeme

$59.99

Proceedings of International Ethical Hacking Conference 2019

$169.99

Lehrbuch der Darstellenden Geometrie

$59.99

If You Were a Kid During the Civil Rights Movement

$5.96

Kommunale Institutionen und ffentliche Leistungen

$59.99

NGOs als Kapitalmarktakteure

$59.99

Jesus Calling, 365 Devotions with Real-Life Stories, Hardcover, with Full Scriptures by Sarah Young

$24.99

A Patients Guide to Obstructive Sleep Apnea Syndrome

$32.99