Practice Facilitating Debugging, Improvement, and Auditing - 3.1.3 | Module 7: Advanced ML Topics & Ethical Considerations (Weeks 14) | 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

3.1.3 - Facilitating Debugging, Improvement, and Auditing

Learning

Practice Questions

Test your understanding with targeted questions related to the topic.

Question 1

Easy

What is bias in machine learning?

πŸ’‘ Hint: Think about how previous data influences current decisions.

Question 2

Easy

Name a technique used in Explainable AI.

πŸ’‘ Hint: It starts with a letter 'L' and stands for Local Interpretable Model-agnostic Explanations.

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 focus of Explainable AI (XAI)?

  • Enhancing model accuracy
  • Making AI decisions understandable
  • Increasing data size

πŸ’‘ Hint: Consider what 'explainable' implies.

Question 2

True or False: Transparency is not critical for AI systems.

  • True
  • False

πŸ’‘ Hint: Think about why users need to understand AI.

Solve and get performance evaluation

Challenge Problems

Push your limits with challenges.

Question 1

Your organization deploys a machine learning model for recruitment that exhibits bias against underrepresented groups. Propose a systematic approach to identify and mitigate this bias throughout the model's lifecycle.

πŸ’‘ Hint: Consider a full lifecycle approachβ€”starting from data collection to monitoring.

Question 2

You are developing an AI system to provide medical diagnoses. Given potential ethical implications, outline how you would ensure accountability and transparency in your system.

πŸ’‘ Hint: Think about the roles different people play at each stage.

Challenge and get performance evaluation