h2oai / h2o-3

H2O is an Open Source, Distributed, Fast & Scalable Machine Learning Platform: Deep Learning, Gradient Boosting (GBM) & XGBoost, Random Forest, Generalized Linear Modeling (GLM with Elastic Net), K-Means, PCA, Generalized Additive Models (GAM), RuleFit, Support Vector Machine (SVM), Stacked Ensembles, Automatic Machine Learning (AutoML), etc.
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AutoML: add support for offset_column #8020

Open exalate-issue-sync[bot] opened 1 year ago

exalate-issue-sync[bot] commented 1 year ago

Currently AutoML doesn’t expose {{offset_column}} because DRF doesn’t support it (see PUBDEV-5341).

Once supported by Stacked Ensemble (PUBDEV-4915), we can expose {{offset_column}} to client API and decide how it should behave with algos like DRF and XRT:

we could skip those algos.

we could emit a warning (using {{eventLog}}) when the param is set, before training of DRF/XRT models: those models would still be trained ignoring the offset, but user can decide to ignore those models and/or restart the AutoML training without those algos.

h2o-ops commented 1 year ago

JIRA Issue Migration Info

Jira Issue: PUBDEV-7619 Assignee: Tomas Fryda Reporter: Sebastien Poirier State: Open Fix Version: N/A Attachments: N/A Development PRs: N/A