Practical: Practice with XAI models 1

Practical: Practice with XAI models 1

Administrative information

Title Practice with XAI models 1
Duration 60 min
Module B
Lesson Type Practical
Focus Ethical - Trustworthy AI
Topic General Explainable AI

 

Keywords

SHAP, Explainable AI,

 

Learning Goals

  • Know how to use SHAP, but also learn some limitations of SHAP

 

Expected Preparation

Obligatory for Students

None.

Optional for Students

None.

References and background for students:

None.

Recommended for Teachers

None.

Lesson Materials

 

The materials of this learning event are available under CC BY-NC-SA 4.0.

 

Instructions for Teachers

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.

Outline

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.

More information

Click here for an overview of all lesson plans of the master human centred AI

Please visit the home page of the consortium HCAIM

Acknowledgements

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

 

The HCAIM consortium consists of three excellence centres, three SMEs and four Universities

HCAIM Consortium

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Auteur
HCAIM Consortium
Laatst gewijzigd
2024-05-15 11:19:42
Licentie

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Aanvullende informatie over dit lesmateriaal

Van dit lesmateriaal is de volgende aanvullende informatie beschikbaar:

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Gebruikte Wikiwijs Arrangementen

HCAIM Consortium. (z.d.).

Acknowledgement

https://maken.wikiwijs.nl/198386/Acknowledgement

HCAIM Consortium. (z.d.).

Practical: Apply auditing frameworks

https://maken.wikiwijs.nl/200229/Practical__Apply_auditing_frameworks

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