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MLOps Demo for time series analysis

Use cases

Pipeline Build & Release Status
Value at Risk Build Status

MLOps System Design on Azure

Overall MLOps Architecture

Contribution

  • Follow below table to create cluster
Cluster properties Description Configuration settings
Cluster mode depending upon requirement Standard
Runtime version depending on workload requirements (standard or ML) If choosing ML, make sure to use 10.4 LTS ML (includes Apache Spark 3.2.1, Scala 2.12)
Naming convention make sure to include ml in convention if choosing runtime type ML mlops-demo-ml-jd for (Name : John Doe)
Worker type Depending upon requirement Standard_DS3_v2 with min=1 and max=4 workers nodes
Advanced options For user-level data access Enable credential passthrough