Project 7: Generative Model (GAN/VAE)

Build a generative model to create new images or text.

Difficulty

Advanced

Time Estimate

2-3 weeks

Skills You'll Practice

• Generative Models
• GANs
• VAEs
• Deep Learning

Learning Objectives

• Understand GANs and VAEs
• Train generative models
• Handle training challenges
• Evaluate generative models
• Generate new content

Dataset

CelebA, MNIST, or custom dataset

Project Steps

1. Understand GAN/VAE architecture
2. Build generator and discriminator
3. Train model
4. Generate new samples
5. Evaluate quality
6. Experiment with variations

Resources

• GAN Tutorial
• VAE Tutorial