What I do
- Build models that learn continuously
- Prevent catastrophic forgetting
- Apply experience replay
- Handle task drift
When to use me
When building systems that learn over time.
Key Concepts
- Catastrophic forgetting
- Experience replay
- Elastic weight consolidation
- Progressive networks
- Task incremental learning
- Class incremental learning
- Evaluation protocols