Practice Use of Confusion Matrix in AI - 30.5 | 30. Confusion Matrix | CBSE Class 10th AI (Artificial Intelleigence)
K12 Students

Academics

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

Professionals

Professional Courses

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

Games

Interactive Games

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

Practice Questions

Test your understanding with targeted questions related to the topic.

Question 1

Easy

What does a confusion matrix compare?

💡 Hint: Think about its main purpose!

Question 2

Easy

Why is detecting bias in models important?

💡 Hint: Consider the impact on real-world applications.

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 purpose of a confusion matrix?

  • To visualize model architecture
  • To compare predicted results with actual results
  • To train new models

💡 Hint: Think about its role in model evaluation.

Question 2

True or False: A confusion matrix can help detect biases in machine learning models.

  • True
  • False

💡 Hint: Consider its function in bias detection.

Solve 1 more question and get performance evaluation

Challenge Problems

Push your limits with challenges.

Question 1

Given a confusion matrix from a fraud detection model showing 20 true positives, 5 false negatives, 10 false positives, and 65 true negatives, analyze the metrics and suggest improvements.

💡 Hint: Focus on the recall rate and how it may affect financial decisions.

Question 2

Your model predicts 'Approve' for 90% of loan applications, leading to high accuracy but many rejected applicants. Create metrics to assess model's efficacy.

💡 Hint: Think about the cost of missing legitimate clients.

Challenge and get performance evaluation