808Course · Practitioner
Adversarial Examples
The classical ML attack, updated.
The classical ML attack, updated. FGSM and PGD, adversarial training, and the current research on adversarial examples for LLMs.
- 01
Explain adversarial examples.
- 02
Generate one.
- 03
Design robust models.
- 04
Read the literature.
Prerequisites
- — Program III — Applied ML.
Pacing
~3 hours.
- IModule
The attack
In classical ML.
A Note from the Faculty
Adversarial examples are the reminder that models learn correlations, not concepts.