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optuna-study-creator

4.0

by jeremylongshore

194Favorites
76Upvotes
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-tuning

4.0

Rating

0

Installs

Machine Learning

Category

Quick Review

The skill has a clear structure but severely lacks substance. The description is too generic and doesn't explain what Optuna study creation actually entails (e.g., defining objective functions, configuring samplers, pruners, storage backends). There's no concrete task knowledge—no code examples, parameter specifications, or steps for creating studies with different configurations. While the structure is clean and organized, the content is essentially a template with 'optuna study creator' placeholder text repeated throughout. The novelty score reflects that Optuna study setup can be complex (distributed optimization, database backends, advanced samplers), but this skill provides no actual implementation to realize that value. A CLI agent would gain almost nothing actionable from this skill in its current state.

LLM Signals

Description coverage2
Task knowledge2
Structure5
Novelty4

GitHub Signals

1,063
137
8
0
Last commit 2 days ago

Publisher

jeremylongshore

jeremylongshore

Skill Author

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Publisher

jeremylongshore avatar
jeremylongshore

Skill Author

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