simonprovost/scikit-longitudinal

Implement Longitudinal Pipeline

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Title: Implement Longitudinal Pipeline 🔬

Description: Implement a wrapper of the standard Scikit Learn pipeline in order to allow each step of a pipeline to have access to the group of features in supplement of the update data along the way. 🚀

📚Reference:

https://scikit-learn.org/stable/modules/generated/sklearn.pipeline.Pipeline.html

🎯 Task Breakdown:

  • 1. Implement a custom scikit learn pipeline
  • 2. Implement a system to have access to the features group updated and the data along the way for any steps
  • 3, Verify it works with ELSA Data, update algorithms in consequences
  • 4. Create unit tests for each implementation 🧪
    • Description: Develop comprehensive unit tests to validate the correct implementation and functionality of each data transformation technique.

🎉 Cheers! 🎉