802Course · Practitioner
Data Poisoning
The training-time attack.
The training-time attack. Targeted and untargeted poisoning, backdoor attacks, and provenance-based defenses.
- 01
Distinguish poisoning strategies.
- 02
Detect poisoning in a dataset.
- 03
Design a training pipeline resistant to poisoning.
- 04
Read the literature.
Prerequisites
- — Program III — Applied ML.
Pacing
~3 hours.
- IModule
The attack
How training data is corrupted.
A Note from the Faculty
Poisoning is the attack you cannot detect after the fact.