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Last active June 26, 2022 12:14
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mlops_zoomcamp

Model deployment

  • batch deployment or offline deployment - Not realtime
  • Online deployment - the model is always running
    • Web service
    • Streaming

Batch mode

Every X time - regularly Used often for marketing related tasks

Churn - stop to use a service for another one. Batch mode is used to understand which user is going to churn. Based on this predictions adhoc marketing is launched.

Web service

I.E: Ride prediction service

image

Streaming

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