probabl-ai / skore

Skore lets you "Own Your Data Science." It provides a user-friendly interface to track and visualize your modeling results, and perform evaluation of your machine learning models with scikit-learn.
https://probabl-ai.github.io/skore/
MIT License
76 stars 7 forks source link

feat: Cross-validation reporter with accessors #801

Open MarieS-WiMLDS opened 2 days ago

MarieS-WiMLDS commented 2 days ago

Is your feature request related to a problem? Please describe.

Current way to access cross_validate is a bit weird for users. It does things on their behalf that they do not really expect (in particular: putting). Also, the value related to this feature exists, but it too scarce to explain a change, and the form of the interaction with the user prevents us from doing more.

Describe the solution you'd like

Adding a CrossValidationReporter objects allows to answer the needs and problems listed above, while respecting our needs to keep the change simple for the user.

Describe alternatives you've considered, if relevant

No response

Pre-requisites

MarieS-WiMLDS commented 2 days ago

Cleaning necessary