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optuna-study-creator

4.0

by jeremylongshore

192Favorites
145Upvotes
0Downvotes

Optuna Study Creator - Auto-activating skill for ML Training. Triggers on: optuna study creator, optuna study creator Part of the ML Training skill category.

hyperparameter-optimization

4.0

Rating

0

Installs

Machine Learning

Category

Quick Review

The skill has a clear structure and addresses a useful ML task (Optuna hyperparameter optimization), but suffers from severely inadequate description and task knowledge. The Description is too vague ('Auto-activating skill for ML Training') for a CLI agent to understand when/how to invoke it. The SKILL.md provides only generic platitudes ('step-by-step guidance', 'industry best practices') without any concrete steps, code examples, or actual Optuna study creation knowledge. A CLI agent would not know how to create studies, configure samplers/pruners, define objectives, or manage trials. The structure is clean and the novelty is moderate since Optuna configuration can be complex, but the skill needs substantial content to be functional.

LLM Signals

Description coverage2
Task knowledge2
Structure5
Novelty4

GitHub Signals

1,046
135
8
0
Last commit 0 days ago

Publisher

jeremylongshore

jeremylongshore

Skill Author

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Publisher

jeremylongshore avatar
jeremylongshore

Skill Author

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