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mlflow101's Introduction

mlflow101

A no-nonsense demo of MLflow on Databricks

Instructions

  1. In Databricks, you can either:
    • Download and import this file as a .py file
    • If using Databricks Repos, click "Create Repo" and pass in the public URL for this Github Repo
  2. Create a Cluster with (at least) the following settings:
    • ML runtime (tested on DBR 7.6 ML) Docs
    • Enable Cluster Spark config: spark.databricks.mlflow.autologging.enabled true Docs
  3. Run the cells!
    • You will see runs for each model appear in the sidebar on the right.
    • Click one of these to explore the MLflow UI
    • From the Artifacts of a run, click Register Model under a new name (e.g. mlflow101_model)
    • In Model Registry, promote this model to Production, then run the last cell in the notebook using the name of that model (e.g. mlflow101_model)

mlflow101's People

Contributors

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