Practice Causal Discovery - 10.2.3 | 10. Causality & Domain Adaptation | Advance Machine Learning
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Practice Questions

Test your understanding with targeted questions related to the topic.

Question 1

Easy

Define causal discovery in your own words.

πŸ’‘ Hint: Think about the difference between correlation and causation.

Question 2

Easy

What does the PC algorithm stand for?

πŸ’‘ Hint: What type of algorithm is this?

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 the main goal of causal discovery?

  • To identify correlations
  • To determine causal relationships
  • To classify data

πŸ’‘ Hint: Remember the difference between correlation and causation.

Question 2

True or False: Score-based methods do not rely on measuring independence.

  • True
  • False

πŸ’‘ Hint: Consider what each method relies on for causal discovery.

Solve 2 more questions and get performance evaluation

Challenge Problems

Push your limits with challenges.

Question 1

You have data from two cities regarding air pollution levels and respiratory illness rates. Describe how you might use PC and GES differently to analyze the data for causal relationships.

πŸ’‘ Hint: Consider the strengths of each method.

Question 2

Design a mini-research study attempting to use LiNGAM for causal discovery in social sciences, outlining the assumptions you need to verify.

πŸ’‘ Hint: Reflect on the assumptions necessary for model validity.

Challenge and get performance evaluation