JuliaAI / JuliaAI/LearnAPI.jl

Add trait to declare default pdf/pmf for hyperparameter searches

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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.

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First steps

  1. Read the whole issue, then the project's contributing guide.
  2. Comment on the issue to say you are picking it up — it saves two people doing the same work.
  3. Fork the repository and make your change on a branch.
  4. 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

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