Certificate in Algorithmic Fairness Metrics
-- ViewingNowThe Certificate in Algorithmic Fairness Metrics is a cutting-edge course that equips learners with the skills to ensure ethical and unbiased AI development. This course is of paramount importance in today's digital age, where AI and machine learning models are increasingly used to make critical decisions in various industries.
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โข Introduction to Algorithmic Fairness Metrics
โข Understanding Bias in Algorithms
โข Common Fairness Metrics: Demographic Parity, Equal Opportunity, Equalized Odds
โข Measuring Algorithmic Fairness: Quantitative Approaches
โข Bias Mitigation Techniques: Pre-processing, In-processing, and Post-processing
โข Evaluating the Impact of Fairness-aware Algorithms
โข Algorithmic Fairness in Real-world Applications
โข Legal and Ethical Considerations in Algorithmic Fairness
โข Future Directions in Algorithmic Fairness Metrics
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