Responsible AI Metrics ➺ Ethical Considerations: Bias detection Fairness measures Privacy compliance Safety checks ➺Implementation Details: Bias Evaluation Gender bias metrics Racial bias detection Cultural sensitivity Language inclusivity ➺ Safety Measures: Content filtering Toxicity detection Security compliance Data privacy ➺ Monitoring Systems: Real-time tracking Incident reporting Audit logging Compliance checks ➺ Documentation: Model cards Dataset sheets Ethics guidelines Incident protocols
