Certificate Explainable AI: Foundations and Principles
-- ViewingNowThe Certificate in Explainable AI: Foundations and Principles is a comprehensive course that empowers learners with the essential skills needed to succeed in the rapidly evolving field of artificial intelligence. This course emphasizes the importance of developing transparent and understandable AI systems, which are critical for building trust and ensuring ethical use of these technologies.
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⢠Introduction to Explainable AI
⢠Importance and Use Cases of Explainable AI
⢠Key Concepts and Terminology in Explainable AI
⢠Machine Learning Basics for Explainable AI
⢠Types of Explainability: Global vs. Local
⢠Explanation Methods: Feature Importance, Partial Dependence Plots, SHAP Values
⢠Evaluation Metrics for Explainable AI
⢠Challenges and Limitations of Explainable AI
⢠Ethics and Regulations in Explainable AI
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