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Documentation for H2OAutoML does not specify what nfolds==-1 means #6554

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exalate-issue-sync bot opened this issue Feb 21, 2023 · 2 comments
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At [https://docs.h2o.ai/h2o/latest-stable/h2o-py/docs/modeling.html#h2oautoml|https://docs.h2o.ai/h2o/latest-stable/h2o-py/docs/modeling.html#h2oautoml|smart-link] , the documentation says the following about the {{nfolds}} parameter.

Number of folds for k-fold cross-validation. Use {{0}} to disable cross-validation; this will also disable Stacked Ensemble (thus decreasing the overall model performance). Defaults to {{-1}}.

It is unclear what the default value of {{-1}} means and its effects on cross-validation. This should be clarified in the documentation.

@h2o-ops
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h2o-ops commented May 10, 2023

JIRA Issue Details

Jira Issue: PUBDEV-8707
Assignee: New H2O Bugs
Reporter: Aohan Dang
State: Open
Fix Version: N/A
Attachments: N/A
Development PRs: N/A

@wendycwong wendycwong added the Major Denote importance of issue to be fixed. label Jun 24, 2023
@hannah-tillman
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Python docs out of date: https://docs.h2o.ai/h2o/latest-stable/h2o-py/docs/modeling.html#h2oautoml

-1 tells AutoML to decide what it will do. If the data is big enough (depending on the cluster resources) it will create a blending frame and will not do cross-validation. Otherwise, it will use 5 fold CV. Can also be found here

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