feat: Enhance skore.cross_validate with average and standard deviation

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

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feat: Enhance skore.cross_validate with average and standard deviation #562

Closed MarieS-WiMLDS closed 3 weeks ago

MarieS-WiMLDS commented 4 weeks ago

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

As a data scientist, I want to see the average of barplots displayed, and +/- standard-deviation.

Sub issue of https://github.com/probabl-ai/skore/issues/544

Describe the solution you'd like

[ ] Add the average and std on the plots, as done in the scikit-learn MOOC:

Describe alternatives you've considered, if relevant

No response

Additional context

No response

augustebaum commented 4 weeks ago

Side-note: I see the sklearn plot is a horizontal bar plot. Would this be preferable to our vertical one?

MarieS-WiMLDS commented 4 weeks ago

no opinion on the vertical/horizontal choice on my end. We can keep as is.