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Test your understanding with targeted questions related to the topic.
Question 1
Easy
What is the purpose of a scatter plot in regression analysis?
π‘ Hint: Think about how data points are represented graphically.
Question 2
Easy
Define what a residual is.
π‘ Hint: Consider how you determine the accuracy of a model's predictions.
Practice 4 more questions and get performance evaluation
Engage in quick quizzes to reinforce what you've learned and check your comprehension.
Question 1
What is the main benefit of model visualization?
π‘ Hint: Think about the connection between predictions and actual outcomes.
Question 2
True or False: Residuals are useful in identifying patterns in model errors.
π‘ Hint: Consider why analyzing errors is important.
Solve and get performance evaluation
Push your limits with challenges.
Question 1
Given a dataset with known actual values and predicted values, create a scatter plot and overlay a linear regression line. Discuss the visual implications of the fit.
π‘ Hint: Look for how far the points are from the line and any observable patterns.
Question 2
Analyze the effect of a polynomial regression line overlay on a scatter plot of data known to have a non-linear relationship.
π‘ Hint: Consider how the curveβs flexibility reflects the dataβs oscillations.
Challenge and get performance evaluation