Administrative information

Title	XAI Hands-on Assignment
Duration	60 min
Module	B
Lesson Type	Practical
Focus	Ethical - Trustworthy AI
Topic	General Explainable AI

Keywords

SHAP, LIME, Explainable AI,

Learning Goals

Gain experience in implementation of SHAP-model.
Gain experience in implementation of LIME-model.
Experience differences (in outcomes) of SHAP vs. LIME
Reflect on Human-centered application of XAI.
Experiment with differences in datasets to understand different outcomes of SHAP/LIME (bonus).

Expected Preparation

Learning Events to be Completed Before

Obligatory for Students

Follow XAI lecture(s)
Complete Practical Practice with XAI models 1

Optional for Students

None.

References and background for students:

None.

Recommended for Teachers

Solutions are available in the notebook provided.

Lesson Materials

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

Instructions for Teachers

Instructions are provided in the notebook

Outline of lecture


Duration (min)	Description
0-10 min	Read aim and purpose of exercises and run preparation steps in the notebook.
5-10 min	Excerise 1a: create SHAP model for given dataset/AI-model.
5-10 min	Exercise 1b: reflect on outcomes of SHAP model.
5-10 min	Exercise 2a: create LIME model for same dataset/AI-model.
5-10 min	Exercise 2b: reflect on outcomes of LIME model.
10-15 min	Exercise 3: reflect on differences between LIME and SHAP outcomes, reflect on applicability of LIME vs. SHAP.
10-15 min	Exercise 4: reflect on human-centered aspects of applying XAI (vs. clarifying the AI-model).
10-15min	(Optional) Exercise 5: Experiment with LIME/SHAP-tool to see differences in outcomes from LIME/SHAP.

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