home/categories/machine-learning/lyndonkl-claude-skills-symmetry-validation-suite-skill-md
machine-learningdata-ai

symmetry-validation-suite

Use when you need to empirically test whether hypothesized symmetries actually hold in your data or model. Invoke when user mentions testing invariance, validating equivariance, checking if symmetry assumptions are correct, debugging symmetry-related model failures, or needs data-driven validation before committing to equivariant architecture. Provides test protocols and metrics.

lyndonkl
maintainer
lyndonkl
अपडेट किया गया 12/16/2025
स्टार
11
फोर्क
2
quick start

Installation and usage

Use when you need to empirically test whether hypothesized symmetries actually hold in your data or model. Invoke when user mentions testing invariance, validating equivariance, checking if symmetry assumptions are correct, debugging symmetry-related model failures, or needs data-driven validation before committing to equivariant architecture. Provides test protocols and metrics.

इंस्टॉलेशन
$ install --globalskills.sh
उपयोग

इंस्टॉल करने के बाद, आप टर्मिनल में यह कमांड चलाकर इस स्किल का उपयोग कर सकते हैं:

skills use symmetry-validation-suite