Chapter 7

Challenges and Mitigation Strategies

Generative models are powerful and fragile in equal measure. This chapter covers the five major failure modes you'll encounter in production: training data bias, GAN mode collapse, VAE overfitting, data and model drift, and adversarial attacks — with specific, actionable mitigation strategies for each.

• 1. Training Data Bias→
• 2. GAN Mode Collapse→
• 3. VAE Overfitting→
• 4. Data Drift and Model Drift→
• 5. Adversarial Attacks→