VIDA-NYU / alpha-automl

Alpha-AutoML is a Python library for automatically generating end-to-end machine learning pipelines.
https://alpha-automl.readthedocs.io
Apache License 2.0
19 stars 3 forks source link

Review primitive hyperparams that cause errors #29

Open roquelopez opened 1 year ago

roquelopez commented 1 year ago

There are some default hyperparameters that cause errors every time they are used. For instance, the 'average' hyperparameter of Sklearn Imputer, will always fail for categorical features (we can't calculate the average for this type of feature). These values should be changed, like here.

madhuripujari95 commented 1 year ago

The issues seems to be with Countvectorizer and TfidfVectorizer when used with StandardScalar and RobustScalar. (below is the screenshot of the errors) image

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