h2o-3 icon indicating copy to clipboard operation
h2o-3 copied to clipboard

Add customized objective (loss function) and eval metric in XGBoost

Open exalate-issue-sync[bot] opened this issue 1 year ago • 4 comments

Currently we can only specify loss function through distribution and evaluation metric through stopping_metric. But original XGBoost package supports customized loss function and eval metric, see [here|https://github.com/dmlc/xgboost/blob/master/demo/guide-python/custom_objective.py]. It would be great if H2O XGBoost could support the feature.

exalate-issue-sync[bot] avatar May 12 '23 10:05 exalate-issue-sync[bot]

Michal Kurka commented: This will be partially implemented in [https://h2oai.atlassian.net/browse/PUBDEV-8868|https://h2oai.atlassian.net/browse/PUBDEV-8868|smart-link]

exalate-issue-sync[bot] avatar May 12 '23 10:05 exalate-issue-sync[bot]

JIRA Issue Migration Info

Jira Issue: PUBDEV-6579 Assignee: New H2O Bugs Reporter: Zhifeng Wang State: Open Fix Version: N/A Attachments: N/A Development PRs: N/A

h2o-ops avatar May 14 '23 23:05 h2o-ops

Support ticket: https://support.h2o.ai/a/tickets/104467

wendycwong avatar Jun 05 '23 22:06 wendycwong

@wendycwong This issue is slightly different from the requirement in supported ticket. Its about integration with xgboost library, the H2O scoring is different.

I will create another issue for the support ticket requirement.

#15967

valenad1 avatar Dec 13 '23 17:12 valenad1