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gradient-clipping-helper

3.4

by jeremylongshore

143Favorites
54Upvotes
0Downvotes

Configure with gradient clipping helper operations. Auto-activating skill for ML Training. Triggers on: gradient clipping helper, gradient clipping helper Part of the ML Training skill category. Use when working with gradient clipping helper functionality. Trigger with phrases like "gradient clipping helper", "gradient helper", "gradient".

gradient-clipping

3.4

Rating

0

Installs

Machine Learning

Category

Quick Review

This skill is extremely vague and provides almost no actionable information. The description simply repeats 'gradient clipping helper' without explaining what gradient clipping is, when to use it, or what specific operations it configures. The skill contains no actual implementation code, algorithms, or concrete steps - just generic templated sections that could apply to any skill. A CLI agent would not know whether this handles gradient norm clipping, value clipping, or adaptive clipping; what frameworks it supports; or what configurations it generates. The structure is clear but that cannot compensate for the complete absence of domain knowledge. The novelty is low since gradient clipping is a well-documented ML technique that standard libraries already handle, and this skill provides no evidence of simplifying complex workflows or reducing token usage through automation.

LLM Signals

Description coverage2
Task knowledge1
Structure4
Novelty2

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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