GANs

Outline

• GANs Introduction

• Training GANs code walk-through

• Tricks for stable training

• Types of GAN Architectures and their code walkthrough

• Cool Applications of GANs

Outcome of session

Familiarity with GANs, understanding of various GAN architectures, training GANs, knowledge on various applications of GANs like DeepFakes, doodle to realistic images, FaceApp, etc.

Slides

Code

• Basic GAN
• W-GAN
• DC-GAN
• Conditional GAN
• Controllable GAN

References

• Coursera GAN Specialization: much of codes and slides are based on it.
• My assignments done as part of specialization: code
• Mode collapse
• Mini-batch discrimination