March 2018
Intermediate to advanced
484 pages
10h 31m
English
book
Deep Learning with TensorFlow - Second Edition
by Giancarlo Zaccone, Vihan Jain, Md. Rezaul Karim, Motaz Saad
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Chapter 5. Optimizing TensorFlow Autoencoders
In Machine Learning (ML), the so-called curse of dimensionality is a progressive decline in performance with an increase in the input space, often with hundreds or thousands of dimensions, which does not occur in low-dimensional settings such as three-dimensional space. This occurs because the number of samples needed to obtain a sufficient sampling of the input space increases exponentially with the number of dimensions. To overcome this problem, some optimizing networks have been developed.
The first one is autoencoder networks. These are designed and trained to transform an input pattern in itself so that in the presence of a degraded or incomplete version of an input pattern, it is possible to obtain ...
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O’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.
I 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.
I’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.
I'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.