Professional Courses
Industry-relevant training in Business, Technology, and Design to help professionals and graduates upskill for real-world careers.
Categories
Interactive Games
Fun, engaging games to boost memory, math fluency, typing speed, and English skills—perfect for learners of all ages.
Typing
Memory
Math
English Adventures
Knowledge
Practice Questions
Test your understanding with targeted questions related to the topic.
Question 1
Easy
What is marginal likelihood?
💡 Hint: Consider what 'marginal' implies in statistics.
Question 2
Easy
Why do we encounter intractable integrals in latent variable models?
💡 Hint: Think about complexity in high-dimensional spaces.
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 marginal likelihood in latent variable models?
- a) The probability of hidden variables
- b) The probability of observed data after integration
- c) A fixed constant
💡 Hint: Think about what happens to the observed data.
Question 2
True or False: Approximate inference methods aim to provide exact probabilities.
- True
- False
💡 Hint: Reflect on the complexities discussed.
Solve 1 more question and get performance evaluation
Challenge Problems
Push your limits with challenges.
Question 1
Given a dataset with various hidden traits, outline how you would estimate the marginal likelihood without direct computation.
💡 Hint: Focus on the strategy of approximating distributions.
Question 2
Design an experiment where you apply approximate inference methods to a real-world problem. Describe the problem and your method.
💡 Hint: Think about data that exhibits latent structures.
Challenge and get performance evaluation