Practice Applications Of Causal Learning In Ml (10.3) - Causality & Domain Adaptation
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Applications of Causal Learning in ML

Practice - Applications of Causal Learning in ML

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Practice Questions

Test your understanding with targeted questions

Question 1 Easy

What is a primary application of causal learning in machine learning?

💡 Hint: Think about fairness in decision-making.

Question 2 Easy

Explain why explainable AI is important.

💡 Hint: Consider the need for trust.

4 more questions available

Interactive Quizzes

Quick quizzes to reinforce your learning

Question 1

What role does causal learning play in bias detection?

Identifying relationships
Displaying correlations
Gathering data

💡 Hint: Think about the difference between correlation and causation.

Question 2

True or False: Causal learning enhances recommendation systems by relying solely on historical data.

True
False

💡 Hint: Reflect on how recommendations are made.

1 more question available

Challenge Problems

Push your limits with advanced challenges

Challenge 1 Hard

Assess a machine learning model used in hiring. How would you apply causal learning to uncover and mitigate any biases?

💡 Hint: Focus on variables that influence selection.

Challenge 2 Hard

Consider a healthcare model predicting disease outcomes. How can causal learning improve its recommendations?

💡 Hint: What relationships should be prioritized for treatment effects?

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Reference links

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