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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⢠Algorithmic Bias and Fairness
⢠Measuring Algorithmic Fairness
⢠Types of Algorithmic Bias: Selection, Measurement, and Evaluation
⢠Techniques to Mitigate Algorithmic Bias: Pre-processing, In-processing, and Post-processing
⢠Ethics in Algorithmic Decision Making
⢠Regulations and Compliance in Algorithmic Fairness
⢠Fairness Metrics: Disparate Impact, Disparate Treatment, Equal Opportunity, and Equalized Odds
⢠Bias Auditing and Monitoring
⢠Algorithmic Fairness in Practice: Case Studies and Real-World Examples
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