Global Certificate in Algorithmic Fairness
-- ViewingNowThe Global Certificate in Algorithmic Fairness is a comprehensive course that addresses the critical issue of fairness in algorithms, a topic of growing importance in today's data-driven world. This program provides learners with the necessary skills to identify and mitigate bias in AI systems, ensuring equitable outcomes for all.
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• Unit 1: Introduction to Algorithmic Fairness
• Unit 2: Understanding Bias in Data and Algorithms
• Unit 3: Measuring Fairness in Algorithms
• Unit 4: Techniques for Mitigating Bias in Data Preprocessing
• Unit 5: Fairness-aware Machine Learning Algorithms
• Unit 6: Ethics and Accountability in Algorithmic Decision-making
• Unit 7: Legal and Regulatory Frameworks for Algorithmic Fairness
• Unit 8: Implementing Fairness in Real-world Systems
• Unit 9: Evaluating and Monitoring Algorithmic Fairness
• Unit 10: Best Practices for Promoting Algorithmic Fairness
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