Skip to Content
Deep Learning Essentials
book

Deep Learning Essentials

by Wei Di, Jianing Wei, Anurag Bhardwaj
January 2018
Beginner to intermediate
284 pages
8h 35m
English
Packt Publishing
Content preview from Deep Learning Essentials

Impact of deep learning

To show you some of the impacts of deep learning, let’s take a look at two specific areas: image recognition and speed recognition.

The following figure, Performance on ImageNet classification over time, shows the top five error rate trends for ILSVRC contest winners over the past several years. Traditional image recognition approaches employ hand-crafted computer vision classifiers trained on a number of instances of each object class, for example, SIFT + Fisher vector. In 2012, deep learning entered this competition. Alex Krizhevsky and Professor Hinton from Toronto university stunned the field with around 10% drop in the error rate by their deep convolutional neural network (AlexNet). Since then, the leaderboard ...

Become an O’Reilly member and get unlimited access to this title plus top books and audiobooks from O’Reilly and nearly 200 top publishers, thousands of courses curated by job role, 150+ live events each month,
and much more.

Read now

Unlock full access

More than 5,000 organizations count on O’Reilly

AirBnbBlueOriginElectronic ArtsHomeDepotNasdaqRakutenTata Consultancy Services

QuotationMarkO’Reilly covers everything we've got, with content to help us build a world-class technology community, upgrade the capabilities and competencies of our teams, and improve overall team performance as well as their engagement.
Julian F.
Head of Cybersecurity
QuotationMarkI wanted to learn C and C++, but it didn't click for me until I picked up an O'Reilly book. When I went on the O’Reilly platform, I was astonished to find all the books there, plus live events and sandboxes so you could play around with the technology.
Addison B.
Field Engineer
QuotationMarkI’ve been on the O’Reilly platform for more than eight years. I use a couple of learning platforms, but I'm on O'Reilly more than anybody else. When you're there, you start learning. I'm never disappointed.
Amir M.
Data Platform Tech Lead
QuotationMarkI'm always learning. So when I got on to O'Reilly, I was like a kid in a candy store. There are playlists. There are answers. There's on-demand training. It's worth its weight in gold, in terms of what it allows me to do.
Mark W.
Embedded Software Engineer

You might also like

Python Deep Learning - Second Edition

Python Deep Learning - Second Edition

Ivan Vasilev, Daniel Slater, Gianmario Spacagna, Peter Roelants, Valentino Zocca
Probabilistic Deep Learning

Probabilistic Deep Learning

Beate Sick, Oliver Duerr, Elvis Murina

Publisher Resources

ISBN: 9781785880360