Papers

Generative Adversarial Networks

• Original Paper introducing GANs

The GAN Zoo

• A thorough github repository with links to most GANs papers

Lectures

Introduction to GANs, NIPS 2016 | Ian Goodfellow, OpenAI

• • Lecture by Ian Goodfellow, inventor of GANs

DeepMind x UCL | Deep Learning Lectures | 9/12 | Generative Adversarial Networks

• • A technical lecture on GANs and some of their popular variants, by DeepMind

Videos

Generative Adversarial Networks (GANs) - Computerphile

• Light introduction to GANs

Generative Adversarial Networks - An Introduction Part 1 and Part 2

• By WelcomeAIOverlords

Generative Adversarial Networks (Paper Explained)

• A walkthrough of the original GAN paper

Posts

Understanding Generative Adversarial Networks

• A detailed blog post that walks through how GANs work

Code Examples

GANs Awesome Applications

• A github repo with links to code and papers for a number of GANs applications

GANs-Tensorflow2

• A github repo that implements the original GAN and a few variants with simple examples

Pytorch-GANs

• A github repo of GAN implementations in pytorch with extensive commenting for beginners

Awesome-GANs with Tensorflow

• A github repo with links to many GAN papers and tensorflow implemenations

Courses

Generative Adversarial Networks

• Coursera course by DeepLearning.AI

Introduction to GANs

• A short, beginner friendly GANs course from Google

Textbook Sections

Deep Learning Book Chapter 20.10.4: Generative Adversarial Networks

• A section on GANs from Ian Goodfellow’s 2015 Deep Learning Textbook (Page 696)

APIs

GANs 2.0: Generative Adversarial Networks in TensorFlow 2.0

• An API for building quick GANs pipelines in tensorflow

Tensorflow-GAN

• A lightweight library for training and evaluating GANs