Practice Lime (local Interpretable Model-agnostic Explanations) (3.1) - 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

LIME (Local Interpretable Model-agnostic Explanations)

Practice - LIME (Local Interpretable Model-agnostic Explanations)

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 the focus of LIME in relation to model predictions.

Question 2 Easy

Explain how LIME helps in model interpretability.

💡 Hint: Consider how it relates to trust and transparency.

1 more question available

Interactive Quizzes

Quick quizzes to reinforce your learning

Question 1

What does LIME primarily focus on?

Global model behavior
Local instance predictions
Feature importance overall

💡 Hint: Remember what 'LIME' stands for and its focus.

Question 2

True or False: LIME can be applied to any machine learning model.

True
False

💡 Hint: Think about the benefits of interpretability in different fields.

Get performance evaluation

Challenge Problems

Push your limits with advanced challenges

Challenge 1 Hard

You have a financial model predicting loan approvals. How would you use LIME to explain a denied application?

💡 Hint: Think about which features are most relevant to loan decisions.

Challenge 2 Hard

In a healthcare scenario, how might LIME assist doctors in understanding treatment recommendations made by an AI system?

💡 Hint: Consider the features in patient records that can change treatment options.

Get performance evaluation

Reference links

Supplementary resources to enhance your learning experience.