Practice F1 Score (28.4.4) - Introduction to Model Evaluation - CBSE 10 AI (Artificial Intelleigence)
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F1 Score

Practice - F1 Score

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Practice Questions

Test your understanding with targeted questions

Question 1 Easy

Define the F1 Score in your own words.

💡 Hint: Consider it a score to assess balance between correct positive predictions and actual positive instances.

Question 2 Easy

What does a high precision indicate?

💡 Hint: Think about the accuracy of the model's positive predictions.

4 more questions available

Interactive Quizzes

Quick quizzes to reinforce your learning

Question 1

What does the F1 Score balance?

Precision and Recall
Accuracy and Precision
Recall and Accuracy

💡 Hint: Recall its mathematical significance.

Question 2

True or False: A higher F1 Score does not necessarily mean a better model.

True
False

💡 Hint: Consider the context of model application.

3 more questions available

Challenge Problems

Push your limits with advanced challenges

Challenge 1 Hard

In a study, a model predicts 80 positive instances, with 70 true positives and 10 false positives. Meanwhile, out of 100 actual positives, 60 were predicted correctly, leading to 40 false negatives. Calculate the F1 Score.

💡 Hint: Stay focused on substituting the right values into the formulas.

Challenge 2 Hard

Create a scenario where a model achieves high precision but low recall. Describe how the F1 Score would reflect this balance, and what implications this has.

💡 Hint: Consider how the values would play into the F1 calculations.

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