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Practice Questions
Test your understanding with targeted questions related to the topic.
Question 1
Easy
What is Gibbs Sampling primarily used for?
💡 Hint: Recall the sampling techniques in probabilistic models.
Question 2
Easy
How does the Chinese Restaurant Process help visualize clustering?
💡 Hint: Think about how customers choose tables.
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 primary use of Gibbs Sampling?
- Parameter sampling
- Likelihood estimation
- Data prediction
💡 Hint: Focus on the main job of Gibbs Sampling.
Question 2
True or False: The Chinese Restaurant Process can be used to visualize clustering.
- True
- False
💡 Hint: Remember the restaurant analogy.
Solve 2 more questions and get performance evaluation
Challenge Problems
Push your limits with challenges.
Question 1
You are tasked with clustering customer data but must decide between Gibbs Sampling and Truncated Variational Inference. Discuss the trade-offs and decide which method you would choose for different sizes of datasets.
💡 Hint: Consider the balance between accuracy and processing time.
Question 2
In an experiment, you collect a dataset of varying customer preferences from a restaurant. Propose a way to implement a stick-breaking process to model the preferences, explaining how it helps understand the preferences effectively.
💡 Hint: Think about how new data can change customer group dynamics.
Challenge and get performance evaluation