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Test your understanding with targeted questions related to the topic.
Question 1
Easy
What does MSE stand for?
π‘ Hint: Think about how errors are calculated.
Question 2
Easy
Why is it important to split datasets?
π‘ Hint: Consider training and test scenarios.
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 does RMSE derive from?
π‘ Hint: What do you get from squaring the errors?
Question 2
True or False: Increasing model complexity always leads to better performance.
π‘ Hint: Think about a model's ability to generalize.
Solve 1 more question and get performance evaluation
Push your limits with challenges.
Question 1
You have a dataset where exam scores are determined by hours studied and the number of practice tests taken. Outline how you would prepare this data for a regression analysis.
π‘ Hint: What steps ensure that the training set isn't biased?
Question 2
Analyze a given dataset that uses a polynomial regression model. Identify whether it suffers from overfitting or underfitting and suggest methods to improve its performance.
π‘ Hint: What should you check to determine model performance?
Challenge and get performance evaluation