Practice Performance Metrics - 28.4 | 28. Introduction to Model Evaluation | CBSE Class 10th AI (Artificial Intelleigence)
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Practice Questions

Test your understanding with targeted questions related to the topic.

Question 1

Easy

What is accuracy in the context of performance metrics?

💡 Hint: Think about it as how right the model's guesses are.

Question 2

Easy

What does precision measure?

💡 Hint: How many correct positives were predicted?

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 accuracy measure in a machine learning model?

  • A. The number of correct predictions
  • B. The proportion of actual positives identified
  • C. The ratio of true positives to predicted positives

💡 Hint: Think about it as how often the model was right.

Question 2

True or False: F1 Score balances both precision and recall.

  • True
  • False

💡 Hint: Consider if both precision and recall can be represented together.

Solve 1 more question and get performance evaluation

Challenge Problems

Push your limits with challenges.

Question 1

Your model predicted 150 instances: 80 true positives, 30 false positives, and 40 false negatives. Calculate accuracy, precision, recall, and F1 score, and interpret the results.

💡 Hint: Work through the formulas methodically.

Question 2

Discuss how you would adjust your model if it has high accuracy but low precision. What steps would you take?

💡 Hint: Consider what factors affect how the model makes decisions.

Challenge and get performance evaluation