Practice Future Directions - 13.8 | 13. Privacy-Aware and Robust Machine Learning | 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

What is the purpose of private synthetic data generation?

πŸ’‘ Hint: Think about preserving privacy in data training.

Question 2

Easy

What does SMPC stand for?

πŸ’‘ Hint: Consider what 'multi-party' might imply in terms of cooperation.

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 does Private Synthetic Data Generation involve?

  • Creating datasets by using real data
  • Creating datasets without exposing real data
  • Using data from one source only

πŸ’‘ Hint: Think about how data can be modified to protect privacy.

Question 2

True or False? Homomorphic Encryption allows computations on encrypted data.

  • True
  • False

πŸ’‘ Hint: Recall how encryption might enable or restrict actions on data.

Solve and get performance evaluation

Challenge Problems

Push your limits with challenges.

Question 1

Design a simple model that incorporates both synthetic data generation and SMPC for collaborative health research.

πŸ’‘ Hint: Focus on ways to protect patient identities while still sharing results.

Question 2

Evaluate the potential impact of HE on data analysis processes in financial institutions.

πŸ’‘ Hint: Consider the implications of maintaining data integrity without exposure.

Challenge and get performance evaluation