automl / automl/HPOlib

Possibility to distuingish exploration and exploitation

Open
#45 0 comments 0 reactions 0 assignees View on GitHub
feature request
Dominant language
Python
Stars
167
Forks
53
PR merge metrics
No merged PRs in 30d

Description

Currently choosers can not return what they belief where the best configuration is. This is problematic for e.g. EntropySearch as belief and what's to be evaluated differ. It would be nice if one could transmit the belief as well.

Contributor guide

No contributing guide indexed for this repository

Research direction

No file or test is named, and the repository is discontinued. Start by locating the chooser interface and the SMAC, spearmint, and hyperopt integrations, then trace how the configuration to evaluate is returned. Done means the interface can distinguish the believed best configuration from the configuration selected for evaluation, including the EntropySearch case.

Written by the indexing model from the issue text.

Assessment

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

Get new issues in your inbox

A short digest of beginner-friendly GitHub issues.