Ethics & Safety · Essentials
Privacy Preservation
Models can memorize and leak personal data — learn differential privacy, federated learning, and practical data hygiene.
- 40 min lesson
- advanced level
- Narrated presentation
What you’ll learn
- Memorization and extraction attacks
- Membership inference
- Differential privacy & epsilon
- Federated learning
- PII redaction & data minimization
- Third-party API privacy
Inside this lesson
A narrated, slide-by-slide presentation with 1 prediction exercise, 1 knowledge check, 2 videos. You answer as you go, and the platform checks your work.