Practice What Are Graphical Models? - 4.1.1 | 4. Graphical Models & Probabilistic Inference | Advance Machine Learning
K12 Students

Academics

AI-Powered learning for Grades 8–12, aligned with major Indian and international curricula.

Academics
Professionals

Professional Courses

Industry-relevant training in Business, Technology, and Design to help professionals and graduates upskill for real-world careers.

Professional Courses
Games

Interactive Games

Fun, engaging games to boost memory, math fluency, typing speed, and English skillsβ€”perfect for learners of all ages.

games

Practice Questions

Test your understanding with targeted questions related to the topic.

Question 1

Easy

Define what a graphical model is.

πŸ’‘ Hint: Think about how you can visualize relationships.

Question 2

Easy

What do nodes represent in graphical models?

πŸ’‘ Hint: Consider what each point in a graph could stand for.

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 do graphical models primarily represent?

  • Distributions
  • Dependencies
  • Both

πŸ’‘ Hint: Consider the role of the graph structure.

Question 2

True or False: Conditional independence allows for the simplification of joint distributions.

  • True
  • False

πŸ’‘ Hint: Remember how certain factors can be ignored if others are known.

Solve and get performance evaluation

Challenge Problems

Push your limits with challenges.

Question 1

Consider a scenario with three variables A, B, and C. If A is independent of C given B, how can this affect the factorization of the joint distribution P(A, B, C)?

πŸ’‘ Hint: Think about how the knowledge of B changes your understanding of the relationship between A and C.

Question 2

Create a simple graphical model for a weather prediction scenario involving weather types (sunny, rainy) and activities (going for a walk, carrying an umbrella). How do the dependencies reflect real-world scenarios?

πŸ’‘ Hint: Consider how different conditions impact decisions in everyday life.

Challenge and get performance evaluation