Title | Practice with XAI models 1 | ![]() |
Duration | 60 min | |
Module | B | |
Lesson Type | Practical | |
Focus | Ethical - Trustworthy AI | |
Topic | General Explainable AI |
SHAP, Explainable AI,
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The materials of this learning event are available under CC BY-NC-SA 4.0.
Exercises to practice with XAI models (SHAP) - AI models pre-provided, so students only have to apply XAI packages.
Datasets can be selected so models might have interesting properties that become apparent when viewed with XAI (a bias that might have ethical concerns).
In this notebook practical, the limits of SHAP are also discussed, and it's difficulty in detecting interaction effects.
Instructors can choose to let students work individually or in groups on the practical notebook for the entire class (60 mins) or spend time discussing the results immediately in class.
Click here for an overview of all lesson plans of the master human centred AI
Please visit the home page of the consortium HCAIM
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The Human-Centered AI Masters programme was co-financed by the Connecting Europe Facility of the European Union Under Grant №CEF-TC-2020-1 Digital Skills 2020-EU-IA-0068. The materials of this learning event are available under CC BY-NC-SA 4.0
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The HCAIM consortium consists of three excellence centres, three SMEs and four Universities |