Recurrent Neural Networks (RNNs)

Know a great resource on Recurrent Neural Networks? Send it to us at contactbackprop@gmail.com!

Tags: Neural Networks (MLPs)

Videos

Illustrated Guide to Recurrent Neural Networks: Understanding the Intuition

A short and clear overview of RNNs

Posts

An Introduction to Recurrent Neural Networks for Beginners

Tutorial by Victor Zhou

Recurrent Neural Networks Cheatsheet

Detailed short summary of the main ideas of RNNs

A tutorial with code of basic RNNs

The Unreasonable Effectiveness of Recurrent Neural Networks

Blog post on RNNs and their abilities by Andrej Karpathy

Code Examples

Recurrent Neural Networks with Keras

A tensorflow/keras tutorial of RNNs

A Kaggle example of using an RNN in pytorch

Courses

Recurrent Neural Networks | Sequence Modeling Week 1

Lessons from Andrew Ng from the Deep Learning Specialization on Coursera

Textbook Sections

Sequence Modeling: Recurrent and Recursive Nets | Deep Learning Chapter 10

A chapter on RNNs from the Goodfellow Deep Learning textbook

A chapter on RNNs from the Deep Dive into Deep Learning textbook

Content Lists

A few years old, but a thorough github repo with over 100 resources on RNNs

Tagged Pages: Long short-term Memory (LSTMs), Gated Recurrent Units (GRUs)

Know a great resource on Recurrent Neural Networks? Send it to us at contactbackprop@gmail.com!