Certificate in AI Bias & Fairness Mitigation
-- ViewingNowThe Certificate in AI Bias & Fairness Mitigation is a comprehensive course that addresses the critical issue of bias in Artificial Intelligence. This program is essential in today's data-driven world, where AI systems play an increasingly significant role in decision-making processes across various industries.
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โข AI Bias and Fairness
โข Understanding Bias in AI Systems
โข Types of Bias in AI: Selection, Measurement, and Algorithmic Bias
โข Fairness Metrics in AI: Demographic Parity, Equal Opportunity, and Equality of Odds
โข Data Preprocessing for Fairness: Reweighing, Disparate Impact Removal, and Adversarial Debiasing
โข Mitigating Bias in AI Algorithms: Pre-processing, In-processing, and Post-processing Techniques
โข Ethical Considerations in AI Bias and Fairness
โข Explainable AI and Bias Mitigation
โข Real-world Applications and Case Studies of AI Bias and Fairness Mitigation
โข Continuous Monitoring and Evaluation of AI Systems for Fairness
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