Certificate in Algorithmic Fairness: A Deep Dive
-- ViewingNowThe Certificate in Algorithmic Fairness: A Deep Dive is a comprehensive program designed to tackle the critical issue of fairness in algorithms. This course is essential for professionals seeking to address ethical concerns and biases in AI systems, driving the demand for skilled experts in the industry.
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โข Algorithmic Bias and Fairness
โข Measuring Algorithmic Fairness
โข Types of Algorithmic Bias: Selection, Measurement, and Evaluation
โข Techniques to Mitigate Algorithmic Bias: Pre-processing, In-processing, and Post-processing
โข Ethics in Algorithmic Decision Making
โข Regulations and Compliance in Algorithmic Fairness
โข Fairness Metrics: Disparate Impact, Disparate Treatment, Equal Opportunity, and Equalized Odds
โข Bias Auditing and Monitoring
โข Algorithmic Fairness in Practice: Case Studies and Real-World Examples
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