Skip to Content
Hands-On Convolutional Neural Networks with TensorFlow
book

Hands-On Convolutional Neural Networks with TensorFlow

by Iffat Zafar, Giounona Tzanidou, Richard Burton, Nimesh Patel, Leonardo Araujo
August 2018
Intermediate to advanced
272 pages
7h 2m
English
Packt Publishing
Content preview from Hands-On Convolutional Neural Networks with TensorFlow

Multi-class cross entropy loss

Multi-class cross entropy loss is used in multi-class classification, such as the MNIST digits classification problem from Chapter 2, Deep Learning and Convolutional Neural Networks. Like above we use the cross entropy function which after a few calculations we obtain the multi-class cross-entropy loss L for each training example being:

Here,  is 0 or 1, indicating whether class label  is the correct classification ...

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

Hands-On Neural Networks with TensorFlow 2.0

Hands-On Neural Networks with TensorFlow 2.0

Paolo Galeone

Publisher Resources

ISBN: 9781789130331