Practice What Is Domain Adaptation? (10.4.1) - Causality & Domain Adaptation
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What is Domain Adaptation?

Practice - What is Domain Adaptation?

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Practice Questions

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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.

4 more questions available

Interactive Quizzes

Quick quizzes to reinforce your learning

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.

2 more questions available

Challenge Problems

Push your limits with advanced challenges

Challenge 1 Hard

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.

Challenge 2 Hard

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.

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