Certificate Fair AI and Algorithmic Bias
-- ViewingNowThe Certificate in Fair AI and Algorithmic Bias is a comprehensive course designed to address the critical issue of bias in artificial intelligence and algorithms. This program emphasizes the importance of ethical AI practices, highlighting the need for fairness, accountability, and transparency in algorithmic decision-making.
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โข Understanding Fair AI
โข Introduction to Algorithmic Bias
โข Types of Algorithmic Bias: Data, Pre-processing, and Post-processing Bias
โข Measuring Algorithmic Bias: Common Metrics and Techniques
โข Mitigating Algorithmic Bias: Techniques and Strategies
โข The Role of Data Quality in Reducing Bias
โข Ethical Considerations in Fair AI and Algorithmic Bias
โข Legal and Regulatory Frameworks for Fair AI
โข Real-world Examples of Algorithmic Bias and Its Impact
โข Best Practices for Developing Fair AI Systems
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