Recurrent Neural Networks (RNNs)

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Tags: Neural Networks (MLPs)

Lectures

Recurrent Neural Networks

  • MIT lecture


Recurrent Neural Networks

  • Stanford lecture

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


How to Implement a simple RNN

  • 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


RNN with pytorch

  • 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


Recurrent Neural Networks

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

Content Lists

Awesome RNNs

  • 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!