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Starts 27 June 2025 11:29
Ends 27 June 2025
Introduction to Machine Learning Model Explanations and Interpretability
UofU Data Science
2765 Courses
1 hour 21 minutes
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Overview
Explore key concepts in data science explanations, from gradient-based highlighting to contrastive editing, covering essential techniques for understanding and interpreting complex models.
Syllabus
- Course Overview
- Foundations of Model Interpretability
- Gradient-based Explanation Techniques
- Local Interpretability Methods
- Global Interpretability Methods
- Contrastive Explanations
- Model-Specific Interpretability Techniques
- Advanced Topics in Interpretability
- Case Studies and Real-world Applications
- Hands-on Workshops and Assignments
- Conclusion and Future Trends
Subjects
Data Science