Practice - Understanding Causality in Machine Learning
Practice Questions
Test your understanding with targeted questions
Define correlation.
💡 Hint: Think about how changes in one variable might relate to changes in another.
What is a causal relationship?
💡 Hint: This is different from just observing two events occurring together.
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Interactive Quizzes
Quick quizzes to reinforce your learning
What indicates a causal relationship between two variables?
💡 Hint: Think about how scientists often test hypotheses.
True or False: Correlation implies causation.
💡 Hint: Recall the ice cream versus drowning example.
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Challenge Problems
Push your limits with advanced challenges
Consider a study showing a correlation between hours spent studying and exam scores. How would you determine if studying actually causes better scores?
💡 Hint: Think about a method to isolate the variable of interest.
Using a DAG, design a model to demonstrate the causal relationship between diet, exercise, and weight loss, including potential confounders.
💡 Hint: Consider the interactions between these variables.
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Reference links
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