autogluon / autogluon/autogluon-assistant

Self-healing on existing ML pipeline

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#257 1 comment 0 reactions 0 assignees View on GitHub
Dominant language
Python
Stars
306
Forks
56
PR merge metrics
No merged PRs in 30d

Description

I have existing ML pipeline built pre-era of gen ai. now can i integrate this assistant to this ML pipeline where some regression model has been deployed and working for a decade already. can this assistant monitor this pipeline and take decisions on retraining this current regression model automatically? if Yes, HOW. as i know, this assistant is used to create new ML model but integration with current ML pipeline and further self-healing aspects are looking fresh and not documented yet i guess

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Research direction

The issue names no files, tests, or entry points. First clarify whether the request is for documentation or an implementation, and define how the existing regression pipeline should be monitored and when retraining decisions should occur. Done should be a documented, agreed scope or a specified integration with verifiable retraining behavior.

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Assessment

Tech stack
machine-learning
Domain
machine-learning
Issue type
Feature
Difficulty
5/5
Estimated time
Over a week
Activity status
Stale
Clarity
Needs clarification
Newbie friendliness
20/100

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