Practice - Partial Dependence Plots (PDP)
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.
Practice Questions
Test your understanding with targeted questions
What is a Partial Dependence Plot used for?
💡 Hint: Think about what it aims to clarify.
True or False: PDPs can only be applied to linear regression models.
💡 Hint: Consider if PDPs are model specific.
4 more questions available
Interactive Quizzes
Quick quizzes to reinforce your learning
What does a Partial Dependence Plot (PDP) visualize?
💡 Hint: Focus on what the plot is meant to clarify.
True or False: PDPs can reveal interactions between features.
💡 Hint: Consider the nature of the plots.
1 more question available
Challenge Problems
Push your limits with advanced challenges
You have three features influencing a model’s prediction. Create separate PDPs for two of the features and describe their impact when analyzed independently.
💡 Hint: Make sure to clarify the relationships.
Given a PDP that begins to plateau after a certain feature value, formulate a hypothesis on what this means in practical applications.
💡 Hint: Think of real-world implications of such findings.
Get performance evaluation
Reference links
Supplementary resources to enhance your learning experience.