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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 how models respond to new data.
Question 2
Easy
Name one type of domain adaptation.
💡 Hint: Consider types where we have labels.
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 designed to address?
- Improving model interpretability
- Adapting to new data distributions
- Reducing training time
💡 Hint: Consider why we adapt models.
Question 2
True or False: Label shift involves changes in the input data distribution.
- True
- False
💡 Hint: Think about which aspects change between domains.
Solve 1 more question and get performance evaluation
Challenge Problems
Push your limits with challenges.
Question 1
Consider a scenario where a self-driving car is trained in one city. How would domain adaptation be beneficial if the car were deployed in a different city?
💡 Hint: Think about the various elements of driving experiences and how adapting to those is critical.
Question 2
Suppose a healthcare model trained on data from a specific demographic performs poorly in a different demographic. How would you approach this using domain adaptation techniques?
💡 Hint: Remember to look into the differences in conditions and data distributions.
Challenge and get performance evaluation