Certificate in AI Fairness Metrics and Evaluation
-- ViewingNowThe Certificate in AI Fairness Metrics and Evaluation is a comprehensive course that equips learners with the essential skills needed to ensure fairness in AI systems. This course is of paramount importance in today's AI-driven world, where issues of bias and discrimination in AI models have become a major concern.
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โข Introduction to AI Fairness Metrics
โข Understanding Bias in AI Systems
โข Types of AI Fairness Metrics: Individual Fairness and Group Fairness
โข Common AI Fairness Metrics: Demographic Parity, Equal Opportunity, and Equalized Odds
โข Measuring AI Fairness: Techniques and Best Practices
โข Evaluating AI Fairness: Methods and Tools
โข Bias Mitigation Techniques: Pre-processing, In-processing, and Post-processing
โข Ethics in AI: Addressing Fairness, Accountability, and Transparency
โข Real-world Applications of AI Fairness Metrics and Evaluation
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