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2023-08-02

2023-08-02

Machine Learning Repeating Procedure

Simpler Experimentation with Jupyter, Papermill, and MLflow

All metrics, visualizations, and model binaries in a single UI.

There are three main components:

  • jupyter: Quick, iterative development and visualization of code and output
  • papermill: Running one notebook with different parameters; output into separate notebooks
  • mlflow: Logging of metrics and artifacts within a single UI

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Last updated on 8/21/2023