Make H2O server-free and support inline server-free training

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.

http://h2o.ai

Apache License 2.0

6.86k stars 2k forks source link

Make H2O server-free and support inline server-free training #9145

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

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

Currently, H2O supports model training only with the H2O server running. But, due to security considerations, it is necessary to take a server-free approach where H2O is used as a library and the wrapping application can embed the model training inline. If this feature can be achieved only in a single node, that is still fine. Having a server running and listening for requests is not allowed where security is paramount.

h2o-ops commented 1 year ago

JIRA Issue Migration Info

Jira Issue: PUBDEV-6484 Assignee: New H2O Bugs Reporter: Baskar Jayaraman State: Open Fix Version: N/A Attachments: N/A Development PRs: N/A