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learning-rate-scheduler

4.0

by jeremylongshore

167Favorites
99Upvotes
0Downvotes

Learning Rate Scheduler - Auto-activating skill for ML Training. Triggers on: learning rate scheduler, learning rate scheduler Part of the ML Training skill category.

training

4.0

Rating

0

Installs

Machine Learning

Category

Quick Review

This skill is well-structured but severely lacking in substantive content. The description is extremely generic and doesn't explain what learning rate schedulers are, what specific schedulers are supported (StepLR, CosineAnnealing, etc.), or what concrete tasks it performs. There's no actual implementation code, guidance, or task knowledge provided - just placeholder text about 'step-by-step guidance' and 'best practices' without any actual steps or practices. A CLI agent would not know how to use this skill beyond triggering it. The novelty score is moderate because learning rate scheduling (choosing between exponential decay, cyclic, warm restarts, etc.) does involve domain knowledge that could reduce token costs if properly implemented. However, as currently documented, this is essentially an empty template that needs significant content to be useful.

LLM Signals

Description coverage2
Task knowledge1
Structure5
Novelty4

GitHub Signals

1,063
137
8
0
Last commit 2 days ago

Publisher

jeremylongshore

jeremylongshore

Skill Author

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Publisher

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jeremylongshore

Skill Author

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