47. Generative Adversarial Nets
Learning objectives
- Introduce generative adversarial networks
Definition
- “Generative AI is a form of artificial intelligence that is designed to generate content, including text, images, video and music. It uses large language models and algorithms to analyze patterns in datasets to mimic the style or structure of specific types of content.”
generative AI
Dall-E
June 2022
Stable Diffusion
August 2023
GANS
Overview
GANs overview
- image source: Deep Learning Illustrated
Discriminator
Training the discriminator
- image source: Deep Learning Illustrated
Generator
Training the generator
- image source: Deep Learning Illustrated
GAN Objectives
- the goal of a generator is to create better fake images
- the goal of a discriminator is to better classify fake images
Adversarial Network
Adversarial network
- image source: Deep Learning Illustrated
Initial Results
Goodfellow, et al., 2014
47. Generative Adversarial Nets