AI Ethics, Bias Detection Và Fairness

Công cụ cần thiết:

• Hiring Dataset
• Fairness Libraries
• Bias Detection Tools
• Vietnamese Demographic Data

Các bước thực hiện:

1. 1Analyze Vietnamese hiring dataset cho demographic representation
2. 2Identify potential sources of bias trong recruitment process
3. 3Implement multiple fairness metrics cho evaluation
4. 4Detect bias against different Vietnamese ethnic groups
5. 5Apply bias mitigation techniques
6. 6Evaluate trade-offs between accuracy và fairness
7. 7Create transparent reporting dashboard
8. 8Develop recommendations cho fair hiring practices

Kết quả mong đợi:

Comprehensive bias audit report với actionable fairness improvements