Can it help with dataset auditing?

Yes, the skill can analyze training data to find representation imbalances and suggest data augmentation or re-sampling strategies to improve data integrity.

When should I use this skill?

Use it during the model development or evaluation phase whenever you need an ethics review, fairness assessment, or bias detection for your AI project.

What is the primary purpose of the AI Ethics Validator skill?

It is designed to help developers identify and mitigate biases and ethical concerns within their AI models and datasets to ensure fair and responsible outcomes.

Does it provide specific metrics?

Yes, it evaluates standard fairness metrics and generates reports highlighting disparities in model performance across different demographic groups.

How does it help with responsible AI development?

By providing transparent reporting and specific recommendations for mitigation, it helps developers document ethical considerations and improve the fairness of their AI lifecycle.

AI Ethics Validator

Name: AI Ethics Validator
Author: jeremylongshore

byjeremylongshore

•

883

データサイエンスとML

Validates ethical implications, fairness metrics, and bias detection in AI/ML models and datasets to ensure responsible development.

概要

This skill enables Claude to automatically assess the ethical considerations and fairness of AI and machine learning projects. By analyzing models, datasets, and code, it identifies potential demographic biases, evaluates fairness metrics, and provides detailed reports with actionable mitigation strategies. This is an essential tool for developers and data scientists who need to ensure their AI-powered applications are equitable, transparent, and compliant with responsible AI standards.

主な機能

Automated bias detection in training datasets
Detailed ethical impact and risk report generation
Analysis of model predictions across diverse demographic groups
883 GitHub stars
Comprehensive fairness metric evaluation for ML models
Actionable mitigation strategies for identified disparities

ユースケース

Evaluating a loan application model for demographic parity and fairness
Detecting representation imbalances in image recognition datasets
Performing ethical audits on automated decision-making systems

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

概要