Is this skill suitable for production-level AI audits?

While it provides a robust technical assessment of bias and fairness, it should be used as part of a broader human-in-the-loop ethical review process for production systems.

What kind of reports does the skill generate?

It generates comprehensive reports detailing specific fairness metrics, identified ethical concerns, and actionable recommendations for data augmentation or model adjustment.

How does the AI Ethics Validator identify bias?

It analyzes model predictions and dataset distributions across different demographic categories to identify statistical disparities and representation gaps.

Can this skill help with regulatory compliance?

Yes, by providing documented fairness assessments and mitigation steps, it helps developers adhere to responsible AI guidelines and emerging software regulations.

AI Ethics & Fairness Validator

Name: AI Ethics & Fairness Validator
Author: jeremylongshore

byjeremylongshore

•

883

데이터 과학 및 ML

Validates the ethical implications and fairness of AI/ML models and datasets through automated bias detection and mitigation reporting.

소개

The AI Ethics Validator skill empowers developers to build responsible AI by automatically analyzing models, code, and datasets for potential biases and ethical risks. By leveraging specialized validation tools, it calculates fairness metrics across diverse demographic groups and provides actionable recommendations to mitigate disparities, ensuring that AI-powered applications are equitable, transparent, and compliant with responsible AI principles throughout the development lifecycle.

주요 기능

Automated bias detection in training datasets
Seamless integration with AI/ML development workflows
Fairness metric evaluation across demographic groups
Detailed ethical risk assessment reporting
Actionable mitigation strategies for identified biases
883 GitHub stars

사용 사례

Detecting representation imbalances in image recognition datasets
Conducting ethics reviews for AI-powered production applications
Evaluating loan application models for demographic parity and fairness

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add jeremylongshore/claude-code-plugins-plus-skills ai-ethics-validator

For use in Claude.ai and ChatGPT

Download Skill

GitHub

소개