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I found the "Auto-sklearn accuracy over time" plot from the docs very useful.
I would suggest to implement this natively in the auto-sklearn API. The API could either return a plot-object or the raw-data.
Would that be in your interest? LMK!
If you decide, that it would be of interest, then we need to spend some further thinking in where to implement the API. In my eyes it would be useful to have the "accuracy over time" data for regression and classification.