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Toolkit for building predictive workflows on top of pydata (pandas, scikit-learn, pytorch, keras, etc.).

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Consider renaming train_is to train_idxs and labels to label_names.

enhancement

We should rename ramp-workflow to ramp-sdk. Existing starting kits will need to be updated. We should have a single repo ramp and subrepos frontend, backend, and sdk. Then let users...

enhancement

The default combination rule doesn't work for clustering because cluster ids are arbitrary across predictions (they only denote which instances belong to the same cluster). An algorithm need to be...

enhancement

We have decided to cherry pick our generic time series features from our generative regression branch and add it to RAMP in a separate PR. We'll also have new tests...

* Update GitHub Actions * Python 3.6 has reached [end-of-life](https://devguide.python.org/versions/#unsupported-versions). Use Python 3.7 instead, and use latest 3.10 too. * New cimg images supersede the legacy CircleCI images: * circleci/python...

This package does a lot of path manipulations, and it would be nice to use [pathlib.Path](https://docs.python.org/3/library/pathlib.html) more. See https://treyhunner.com/2018/12/why-you-should-be-using-pathlib/ for motivation of using pathlib. This is particularly useful in combination...

Hi everyone, we were wondering with @albertcthomas and @kegl if it was a good idea to use type hints since I wanted to start using them on the time series...

I can't use the command ramp_test_submission after pip installing the package. Here is an example in a colab: [https://colab.research.google.com/drive/1pW5Q0guGbMaH2ipUQdTAGqfsn5uWKMnI#scrollTo=OduJWTd2VbUW](https://colab.research.google.com/drive/1pW5Q0guGbMaH2ipUQdTAGqfsn5uWKMnI?authuser=0#scrollTo=OduJWTd2VbUW) There is probably something I'm missing, but yeah, for now I'm...

This FIX is to handle scoring errors for stroke_lesions challenge, in order to not crash the dispatcher.

[pandas.DataFrame.append](https://pandas.pydata.org/docs/reference/api/pandas.DataFrame.append.html) → [pandas.concat](https://pandas.pydata.org/docs/reference/api/pandas.concat.html#pandas.concat) CI warning to fix: ``` rampwf/hyperopt/tests/test_hyperparameter.py: 256 warnings /home/runner/work/ramp-workflow/ramp-workflow/rampwf/hyperopt/hyperopt.py:442: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat...