Part XII: Edge, Embedded, Streaming, and Federated Sensor AI
Chapter 62  [A][R]

On-Device Continual Learning

Placeholder chapter page. Sections are produced by the book-skills pipeline.

Sections

  1. 62.1 Why static deployment is obsolete
  2. 62.2 Catastrophic forgetting on the edge
  3. 62.3 Latent and quantized replay
  4. 62.4 Few-shot class-incremental learning (TinyOL)
  5. 62.5 Energy budgets for on-device training
  6. 62.6 Personalization on-device
  7. 62.7 Safety of self-updating models

Lab 62

implement latent-replay continual learning for a wearable model under a memory/energy budget.