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
Free Learning
Arrow right icon
Arrow up icon
GO TO TOP
PyTorch Deep Learning Hands-On

You're reading from   PyTorch Deep Learning Hands-On Build CNNs, RNNs, GANs, reinforcement learning, and more, quickly and easily

Arrow left icon
Product type Paperback
Published in Apr 2019
Publisher Packt
ISBN-13 9781788834131
Length 250 pages
Edition 1st Edition
Languages
Tools
Arrow right icon
Authors (2):
Arrow left icon
Sherin Thomas Sherin Thomas
Author Profile Icon Sherin Thomas
Sherin Thomas
Sudhanshu Passi Sudhanshu Passi
Author Profile Icon Sudhanshu Passi
Sudhanshu Passi
Arrow right icon
View More author details
Toc

Summary

Sequential data is one of the most active research fields in deep learning, especially because natural language data is sequential. But sequential data processing is not just limited to that. Time series data, which is essentially everything that happens around us, including sound, other waveforms, and more, is all sequential in nature.

The most difficult problem in processing sequence data is long-term dependency, but sequential data comes with a lot more complexities. RNNs were the breakthrough in the sequence data processing field. Thousands of different variations of RNNs have been explored by researchers and it's still an actively growing field.

In this chapter, we have gone through the basic building blocks of sequential data processing. Although we have worked only with the English language, the techniques we have learned here are generally applicable to any type of data. Understanding these building blocks is crucial for beginners because everything that ...

lock icon The rest of the chapter is locked
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