Papers

Learning Phrase Representations using RNN Encoder–Decoder for Statistical Machine Translation

• Original Paper introducing GRUs from 2014

Empirical Evaluation of Gated Recurrent Neural Networks on Sequence Modeling

• A paper that compares LSTMs and GRUs to RNNs

Lectures

Lecture 11: Gated Recurrent Units and Further Topics in NMT

• A lecture on GRUs and LSTMs

Videos

Gated Recurrent Unit

• A lesson on GRUs from Andrew Ng’s deep learning coursera specialization

Posts

Gated Recurrent Unit With Pytorch

• Explanation of GRUs with illustrations and Pytorch code for guidance

Code Examples

GRU in Tensorflow

• A simple example of using a GRU

Textbook Sections

GRUs | Deep Learning Chapter 10.10.2 (Page 407)

• A section on LSTMS from the Goodfellow Deep Learning textbook

Gated Recurrent Units | Chapter 9.1

• A section on LSTMs from the Deep Dive into Deep Learning textbook

APIs

Tensorflow:

• tf.keras.layers.GRU

Pytorch:

• torch.nn.GRU