Allow partial dependence plots on trees without validation data
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- Jupyter Notebook
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Description
In cases where sklearn uses the fast method for partial dependence plots, no validation data is needed and so ``explain`` can show it without data being passed.
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Research direction
Start at the explain entry point and trace how partial dependence plots select sklearn's fast method versus the path requiring validation data. Confirm the no-data case, then verify that explain can display the plot without validation data and that existing behavior with data remains unchanged.
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Assessment
- Tech stack
- scikit-learn
- Domain
- data-visualization, machine-learning
- Issue type
- Feature
- Difficulty
- 3/5
- Estimated time
- 1-2 days
- Activity status
- Stale
- Clarity
- Mostly clear
- Newbie friendliness
- 35/100