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Standardize ML Workflows Using MLflow Projects #11

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gavinkatz001 opened this issue Dec 13, 2024 · 0 comments
Open

Standardize ML Workflows Using MLflow Projects #11

gavinkatz001 opened this issue Dec 13, 2024 · 0 comments

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@gavinkatz001
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Description
Create an MLflow Project for each AI/ML technique in the project:

  • Probabilistic forecasting.
  • RL insulin pumps.
  • Causal inference techniques.
  • Automatic Meal Identification

We want to define the project structure with an MLproject file as well as either a conda.yaml or requirements.txt file and ensure workflows are seamlessly reproducible across environments.

Acceptance Criteria

  • Each workflow is packaged as an MLflow Project.
  • Workflows can be run using mlflow run and reproduce results successfully.
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