Practice Post-hoc (2.4) - Explainable AI (XAI) and Model Interpretability
Students

Academic Programs

AI-powered learning for grades 8-12, aligned with major curricula

Professional

Professional Courses

Industry-relevant training in Business, Technology, and Design

Games

Interactive Games

Fun games to boost memory, math, typing, and English skills

Post-Hoc

Practice - Post-Hoc

Enroll to start learning

You’ve not yet enrolled in this course. Please enroll for free to listen to audio lessons, classroom podcasts and take practice test.

Learning

Practice Questions

Test your understanding with targeted questions

Question 1 Easy

What does LIME stand for?

💡 Hint: Think about a tool that helps explain individual predictions.

Question 2 Easy

Name one industry where post-hoc methods are important.

💡 Hint: Consider areas where decisions impact lives.

4 more questions available

Interactive Quizzes

Quick quizzes to reinforce your learning

Question 1

What does the acronym LIME represent?

Large Interpretative Model Explanations
Local Interpretable Model-agnostic Explanations
Lasting Interpretation of Machine Events

💡 Hint: Focus on individual predictions.

Question 2

True or False: SHAP is based on game theory principles.

True
False

💡 Hint: Recall how features contribute to predictions like players do in a game.

1 more question available

Challenge Problems

Push your limits with advanced challenges

Challenge 1 Hard

Design a scenario where LIME could significantly impact a medical diagnosis AI's acceptance in a hospital. What are the factors to consider?

💡 Hint: Think about the implications of healthcare decisions.

Challenge 2 Hard

Assess the implications of using SHAP on a credit scoring model. What ethical considerations might arise?

💡 Hint: Analyze how data representation impacts outcomes.

Get performance evaluation

Reference links

Supplementary resources to enhance your learning experience.