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[BUG] Dropping NaNs on fit in all of the models
🐛 Bug Report
We drop NaNs in fit here and here, however some models like Catboost are able to work with NaNs.
Expected behavior
We need to decide which behaviour is expected here:
- Drop NaNs as we do now
- Drop NaNs inside the Adapter where it is necessary
- Do not drop NaNs
How To Reproduce
Environment
No response
Additional context
No response
Checklist
- [X] Bug appears at the latest library version
Waiting for tests