Introduction
- Introduction to Generative Adversarial Networks
- Generative Learning and Density Estimation
Original Generative Adversarial Networks
- Generative Adversarial Networks
- Algorithm of Training for Generative Adversarial Networks
- PRACTICE #1: 1-dimentional GANs
- PRACTICE #1 SOLUTION: 1-dimentional GANs with PyTorch
- PRACTICE #2: 2-dimentional GANs. Mode Collapse
Deep Convolutional Generative Adversarial Networks
- Motivation to Convolutions
- Convolution operation
- Convolution Parameters
- Transposed Convolutions
- Deep Convolutional Generative Adversarial Networks
- Measures of Quality for GANs
- PRACTICE #3: Generating FACES part 1
- PRACTICE #3: Generating FACES part 2
- PRACTICE #3: Generating FACES part 3
Applications of Generative Adversarial Network
- Applications of Generative Adversarial Network
- Image to image translation with Cycle GANs
- Image Super-Resolution
- Patch-Based Image Inpainting
- Generation of images from text
