Advanced Certificate in Algorithmic Fairness: Bias Mitigation
-- ViewingNowThe Advanced Certificate in Algorithmic Fairness: Bias Mitigation is a crucial course in today's data-driven world. This certificate course addresses the growing concern of fairness and bias in algorithms, which have become integral to many industries, including finance, healthcare, and criminal justice.
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โข Introduction to Algorithmic Fairness: Understanding Bias and Discrimination
โข Types of Bias in Algorithms: Prejudice, Systematic Bias, and Measurement Bias
โข Quantifying Bias in Algorithms: Metrics and Evaluation Techniques
โข Algorithmic Fairness Techniques: Pre-processing, In-processing, and Post-processing Methods
โข Bias Mitigation in Machine Learning: Techniques and Best Practices
โข Ethics and Regulations in Algorithmic Fairness: Compliance and Responsible AI
โข Fairness in Natural Language Processing: Bias and Discrimination in Text Data
โข Evaluating Algorithmic Fairness: Real-world Challenges and Best Practices
โข Advanced Topics in Algorithmic Fairness: Research and Innovations
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