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MLForecast pipeline : Feature extraction/creation + Feature selection + Hyperparameter tuning

Open NasreddineD opened this issue 1 year ago • 0 comments

Hi,

It would be nice if it was possible to configure the following pipeline :

  • Create from a target (or other data) a bunch of features (from domain knowledge or TS analysis or "usual" used features).
  • Select ONLY the best features (The quantity should be done by a model(LASSO?) for example and not the user.
  • Tuning one or multiple ML models
  • Feature importance
  • I don't know much about this part, but getting some insights or explainability...

I hope the request is clear.

NasreddineD avatar May 20 '23 10:05 NasreddineD