Certificate AI and Bias Mitigation
-- ViewingNowThe Certificate AI and Bias Mitigation course is a comprehensive program designed to address the critical issue of bias in artificial intelligence. This course highlights the importance of identifying, understanding, and mitigating bias in AI systems, which is becoming increasingly vital as AI becomes more prevalent in various industries.
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⢠Introduction to Artificial Intelligence
⢠Understanding Bias in AI Systems
⢠Types of Bias in AI: Cognitive, Confirmation, and Measurement Bias
⢠Bias in Data: Sampling, Collection, and Labeling
⢠Ethical Considerations in AI and Bias Mitigation
⢠Techniques for Bias Mitigation: Pre-processing, In-processing, and Post-processing
⢠Evaluation Metrics for Fairness in AI
⢠Real-world Applications and Case Studies of AI Bias Mitigation
⢠Best Practices for Building Unbiased AI Systems
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