Simplest Examples of Deep Learning

Prerequisites

• Python, NumPy, TensorFlow, gym, sklearn, Matplotlib
• A NVIDIA GPU

What's in it?

Generative Adversarial Nets (GAN)

1. Vanilla GAN
2. Wasserstein GAN
3. Spectral Normalization GAN
4. Spectral Normalization GAN (TTUR)
5. Conditional GAN
6. Cycle GAN
7. Gumbel GAN
8. Info GAN
9. AC GAN

Reinforcement Learning

1. Policy Gradient
2. Deep Q-Learning
3. Advantage Actor Critic
4. Deep Deterministic Policy Gradient
5. Proximal Policy Optimization
6. Alpha Zero

Transformer

1. Transformer tensorflow version
2. Transformer pytorch version