Recurrent Neural Networks (RNNs)
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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!