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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โข Introduction to Explainable AI
โข Importance and Use Cases of Explainable AI
โข Key Concepts and Terminology in Explainable AI
โข Machine Learning Basics for Explainable AI
โข Types of Explainability: Global vs. Local
โข Explanation Methods: Feature Importance, Partial Dependence Plots, SHAP Values
โข Evaluation Metrics for Explainable AI
โข Challenges and Limitations of Explainable AI
โข Ethics and Regulations in Explainable AI
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