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Automated Machine Learning with scikit-learn

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[Question] Understanding the models I need help with the following questions: **Name of the columns ** 1. I want to find out the names of the columns finalized after the...

question

# Short Question Description Is it possible to change the hyper-parameter space of an algorithm (such as PCA), so that it is restricted or enlargedd in respect to the default...

enhancement

The following PR (part of #1351) proposes the following changes for _PredictScorer, _ProbaScorer, and _TresholdScorer as part of the ``test_metrics.py``. Using the guidance present, I have used pytests to make...

Update versions of pre-commit hooks to latest version.

As this requires pickling the data, which adds unnecessary memory costs. Most likely, loading the data manager is also not necessary in the SMBO class (which would also save us...

## Describe the bug ## The `fit`-method of the AutoSklearn2Classifier contains a parameter `metric`, which is not used, and probably should not be there due to the according parameter in...

maintenance

Dear all, I am wondering how greedy ensembling is implemented for cross-validation. I couldn't really find it in the code. Can anybody give me a hint? My idea of how...

documentation

## Describe the bug ## The AutoSklearnClassifier results in an error concerning pynisher when using versions: pynisher 1.0 and auto-sklearn 0.14.6. Earlier pynisher versions are working fine. I am not...

Does auto-sklearn support incremental learning or partial_fit? when the dataset is too big for the RAM, (About 230+GB, although I can store it in a list, there's not enough memory...

question