Advanced Meta-Learning
Learn to learn better.
MAML
Model-Agnostic Meta-Learning. Fast adaptation with few steps.
Reptile
Simple first-order method. Less computation than MAML.
Prototypical Networks
Few-shot classification. Prototypes per class.
Key Takeaways
- MAML for fast adaptation
- Reptile is simpler
- Few-shot classification