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.

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Dataset support for multi-target regression

PleaseNotAnotherUsername opened this issue · comments

Datasets currently do not support multi-target regression, as only a single column can be passed for the target. It would be great if that could be incorporated.
There are many tests that can be relevant for this. Anything that has to do directly with the input features is of course relevant (though you can probably run these tests on a dataset without labels), but also correlation tests, outliers, etc.

Thanks for the suggestion @PleaseNotAnotherUsername! Do you have any other "specialized" features in mind, apart from correlations tests between the different target columns?