deepchecks / deepchecks

Deepchecks: Tests for Continuous Validation of ML Models & Data. Deepchecks is a holistic open-source solution for all of your AI & ML validation needs, enabling to thoroughly test your data and models from research to production.

Home Page:https://docs.deepchecks.com/stable

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[FEAT] Improve outlier check display

Nadav-Barak opened this issue · comments

For the tabular check - https://docs.deepchecks.com/stable/tabular/auto_checks/data_integrity/plot_outlier_sample_detection.html

The algorithm is really complex and value is clear but the display is bad and not informative

We need to come up with a display that visually show why specific examples are outlier - which of their properties contributed the most to it / how far is it from other samples

Need some non trivial work to dig further and understand what info can be displayed and how

I would like to start working on that