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.

Online learning flowData streamcontinuous inputTraining loopalways runningModel versionscheckpointedBalance freshness vs stability; drift detection critical
Online learning cycle.
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How it works end to end

Checkpointing: durable model versions.

Rollback path.

Drift detection.

Applications: ad ranking, recommendation.