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Practice Questions
Test your understanding with targeted questions related to the topic.
Question 1
Easy
What is Domain Adaptation?
💡 Hint: Think about what happens if the training and testing data are different.
Question 2
Easy
Name a type of shift that occurs in Domain Adaptation.
💡 Hint: Try to recall the different types of shifts we've discussed.
Practice 4 more questions and get performance evaluation
Interactive Quizzes
Engage in quick quizzes to reinforce what you've learned and check your comprehension.
Question 1
What is Domain Adaptation?
- Adjusting models to fit new distributions
- Only working with labeled data
- Avoiding data shifts
💡 Hint: Focus on why we need domain adaptation.
Question 2
True or False: Covariate shift refers to changes in the underlying concept of the data.
- True
- False
💡 Hint: Recall the definitions of different types of shifts.
Solve 2 more questions and get performance evaluation
Challenge Problems
Push your limits with challenges.
Question 1
Create a scenario where covariate shift occurs in a healthcare application, and explain the measures that could be taken to address it.
💡 Hint: Consider the effects of different patient populations and their demographics.
Question 2
Discuss the potential implications of label shift in a model that predicts customer churn based on past data, and how you might detect this shift.
💡 Hint: Think about how changes in business policies might affect churn rates.
Challenge and get performance evaluation