Why it matters
Online learning enables adaptive models. Understanding shapes real-time ML.
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The architecture
Training loop always running.
Model updates continuously.
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How it works end to end
Checkpointing: durable model versions.
Rollback path.
Drift detection.
Applications: ad ranking, recommendation.