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Related Questions
- What are the different types of representation bias in AI systems, and how do they impact model performance?
- Can you explain the concept of homophily in data and its relationship to representation bias?
- How does representation bias in AI models affect the fairness of decision-making in high-stakes applications such as healthcare and finance?
- What are some strategies for mitigating representation bias in AI models during the data collection and pre-processing stages?
- How does the concept of proxy variables relate to representation bias in AI, and what are the implications for model evaluation?
- Can you discuss the role of human bias in AI development and how it contributes to representation bias in AI models?
- What are some best practices for evaluating the fairness and robustness of AI models to mitigate representation bias and other fairness issues?
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