Practice - Introduction to Domain Adaptation
Practice Questions
Test your understanding with targeted questions
What is domain adaptation?
💡 Hint: Think about how models respond to new data.
Name one type of domain adaptation.
💡 Hint: Consider types where we have labels.
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Interactive Quizzes
Quick quizzes to reinforce your learning
What is domain adaptation designed to address?
💡 Hint: Consider why we adapt models.
True or False: Label shift involves changes in the input data distribution.
💡 Hint: Think about which aspects change between domains.
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Challenge Problems
Push your limits with advanced challenges
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.
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.
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Reference links
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