Search icon CANCEL
Subscription
0
Cart icon
Your Cart (0 item)
Close icon
You have no products in your basket yet
Arrow left icon
Explore Products
Best Sellers
New Releases
Books
Videos
Audiobooks
Learning Hub
Conferences
Free Learning
Arrow right icon
Arrow up icon
GO TO TOP
Hands-On Java Deep Learning for Computer Vision

You're reading from   Hands-On Java Deep Learning for Computer Vision Implement machine learning and neural network methodologies to perform computer vision-related tasks

Arrow left icon
Product type Paperback
Published in Feb 2019
Publisher Packt
ISBN-13 9781789613964
Length 260 pages
Edition 1st Edition
Languages
Arrow right icon
Author (1):
Arrow left icon
Klevis Ramo Klevis Ramo
Author Profile Icon Klevis Ramo
Klevis Ramo
Arrow right icon
View More author details
Toc

Table of Contents (8) Chapters Close

Preface 1. Introduction to Computer Vision and Training Neural Networks 2. Convolutional Neural Network Architectures FREE CHAPTER 3. Transfer Learning and Deep CNN Architectures 4. Real-Time Object Detection 5. Creating Art with Neural Style Transfer 6. Face Recognition 7. Other Books You May Enjoy

Improving the handwritten digit recognition application

Let's see how our CNN architecture will look when written in Java. We'll also run the Java application and test the improved model from the graphical user interface. We'll draw some digits and ask models for predictions, and maybe simulate a case when a convolution will outperform the simple neural network model.

Before checking out the code, let's first look at the CNN architecture that we saw in the previous section from a different point of view:

So, we have this table here, and in the extreme left, there are the layers. Then we have these two columns, which are the activation's. So the activations are just the input, hidden layers, or convolution layers, and one activation shows the shape of the matrix dimensions, while the other shows the complete size, which is just a multiplication of the...

You have been reading a chapter from
Hands-On Java Deep Learning for Computer Vision
Published in: Feb 2019
Publisher: Packt
ISBN-13: 9781789613964
Register for a free Packt account to unlock a world of extra content!
A free Packt account unlocks extra newsletters, articles, discounted offers, and much more. Start advancing your knowledge today.
Unlock this book and the full library FREE for 7 days
Get unlimited access to 7000+ expert-authored eBooks and videos courses covering every tech area you can think of
Renews at $19.99/month. Cancel anytime
Banner background image