Professional Certificate in AI & the Challenges of Algorithmic Bias
-- ViewingNowThe Professional Certificate in AI & the Challenges of Algorithmic Bias is a vital course for professionals seeking to understand and mitigate biases in AI systems. This program addresses the increasing industry demand for ethical AI practices, as organizations strive to create fair and unbiased algorithms.
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โข Introduction to Artificial Intelligence
โข Understanding Algorithmic Bias
โข Types of Algorithmic Bias: Historical, Sampling, Measurement, and Aggregation
โข Identifying and Measuring Algorithmic Bias
โข AI Ethics and Bias: Addressing Ethical Concerns
โข Strategies to Mitigate Algorithmic Bias: Data Preprocessing, Fairness-aware Machine Learning, and Post-processing Techniques
โข Legal and Regulatory Considerations for AI Bias
โข Best Practices in Building Fair and Transparent AI Systems
โข Real-world Examples and Case Studies of Algorithmic Bias and Mitigation
โข Continuous Monitoring and Maintenance: Ensuring Sustainable AI Fairness
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