Practice F1 Score - 8.4.4 | 8. Evaluation | CBSE Class 10th AI (Artificial Intelleigence)
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Practice Questions

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Question 1

Easy

What is the formula for calculating the F1 Score?

💡 Hint: Think about how we can average both precision and recall.

Question 2

Easy

What does a high precision value indicate?

💡 Hint: Reflect on how your model's predictions relate to actual outcomes.

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 the F1 Score measure?

  • Accuracy only
  • Precision and Recall
  • Only Recall

💡 Hint: Think about how F1 combines important performance metrics.

Question 2

True or False: A higher F1 Score always indicates a better model.

  • True
  • False

💡 Hint: What does a better model performance mean in terms of these metrics?

Solve 1 more question and get performance evaluation

Challenge Problems

Push your limits with challenges.

Question 1

Imagine you’re developing a medical diagnosis system. You find that your model has precision = 0.85 and recall = 0.4. How would this affect your decision to implement the model? Calculate the F1 Score and discuss if you would proceed or improve the model.

💡 Hint: Consider both practical and ethical implications in a medical context.

Question 2

A company analyzes the results of two models. Model A has Precision = 0.7 and Recall = 0.6, while Model B has Precision = 0.6 and Recall = 0.7. Calculate the F1 Scores for both models. Which model should the company choose, and why?

💡 Hint: Pay attention to how precision and recall interact to produce the F1 Score.

Challenge and get performance evaluation