Add trait to declare default pdf/pmf for hyperparameter searches
Open
Nobody has claimed this yet.
- Dominant language
- Julia
- Stars
- 45
- Forks
- 2
- PR merge metrics
- No merged PRs in 30d
Description
Caret has this and it is well-liked feature. OpenML has a project to learn the best defaults for common supervised learning models, based on large numbers of data sets.
Contributor guide
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First steps
- Read the whole issue, then the project's contributing guide.
- Comment on the issue to say you are picking it up — it saves two people doing the same work.
- Fork the repository and make your change on a branch.
- Open a pull request that references the issue number.
Research direction
The issue proposes a trait for declaring default PDFs or PMFs for hyperparameter searches, referencing Caret and OpenML. No files, tests, entry points, or acceptance criteria are named, so first investigate how LearnAPI.jl represents traits and hyperparameter searches. Done would require an agreed design and implementation with tests for the defaults.
Written by the indexing model from the issue text.
Assessment
- Tech stack
- julia
- Domain
- machine-learning
- Issue type
- Feature
- Difficulty
- 5/5
- Estimated time
- Over a week
- Activity status
- Stale
- Clarity
- Needs clarification
- Newbie friendliness
- 25/100