What are the best practices for auditing AI bias?
The best practices for auditing AI bias include defining clear objectives, using diverse datasets, and involving multidisciplinary teams.
How can I ensure my dataset is diverse enough?
You can ensure diversity by analyzing demographic representation, including various groups, and continuously updating your dataset.
What tools can I use for bias auditing?
Some popular tools for bias auditing include Fairness Indicators, AI Fairness 360, and What-If Tool.
How often should I conduct bias audits?
It's recommended to conduct bias audits regularly, especially after significant updates to your AI models or datasets.
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