autogluon
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Ability to make child models of ensemble use part of features
Description
A clear and concise description of what the feature is.
If a ensemble model consists of automm, cat, gbm, and the train dataset have text columns, make automm use the text features only, except for the other non deep learning model.
I think this is maybe specific to my dataset, whose text feature has too many n grams (256).
I used this text feature but overfitting was detected in tabularpredictor ensemble model. I think the number of features was too high due to ngrams and so overfitting occured.
So, It would be good that I can feed text features only to deep learning model(which can handle the text feature without ngram), not to tabular model(catboost, etc)
- Please indicate which module (
multimodal,tabular,timeseries) this proposal refers to. Tabular. - If the proposal is about an API modification, provide mock examples, if possible.
Thanks