Process data augmentation pipeline operations. Auto-activating skill for ML Training. Triggers on: data augmentation pipeline, data augmentation pipeline Part of the ML Training skill category. Use when working with data augmentation pipeline functionality. Trigger with phrases like "data augmentation pipeline", "data pipeline", "data".
4.0
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0
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Machine Learning
Category
This skill is highly generic and template-like. The description mentions 'data augmentation pipeline' but provides no specific guidance on what augmentation techniques (rotation, flipping, cropping, noise injection, etc.) are supported, what frameworks (imgaug, albumentations, torchvision transforms) it works with, or what the actual pipeline operations are. Task knowledge is minimal—no concrete steps, code examples, or referenced implementation files. Structure is adequate but empty of substance. Novelty is low because a CLI agent could handle generic data augmentation requests without this skill, and the skill doesn't demonstrate complex orchestration or domain-specific optimization that would justify its existence. To improve: add specific augmentation operations, provide actual pipeline construction code or references, include concrete examples with real augmentation parameters, and demonstrate unique value beyond generic ML guidance.
jeremylongshore
Skill Author
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