Part XII: Edge, Embedded, Streaming, and Federated Sensor AI
Chapter 60  [C][A]

Streaming Inference and Online Learning

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Sections

  1. 60.1 Windowed and stateful inference
  2. 60.2 Backpressure and data loss
  3. 60.3 Online normalization and feature extraction
  4. 60.4 Online learning (River) and incremental models
  5. 60.5 Concept-drift detection (ADWIN, DDM) and adaptation
  6. 60.6 Streaming evaluation and prequential metrics
  7. 60.7 Incident handling

Lab 60

build a streaming inference service with drift detection, online metrics, and adaptive retraining.