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Test your understanding with targeted questions related to the topic.
Question 1
Easy
What do True Positives represent in a confusion matrix?
π‘ Hint: Think about what a successful prediction would look like.
Question 2
Easy
What is the main purpose of the Confusion Matrix?
π‘ Hint: Consider what information we need to evaluate predictions.
Practice 4 more questions and get performance evaluation
Engage in quick quizzes to reinforce what you've learned and check your comprehension.
Question 1
What does a True Positive represent in the Confusion Matrix?
π‘ Hint: Think about what it means to accurately predict a class.
Question 2
True or False: Precision is concerned with the correctness of negative predictions.
π‘ Hint: Refocus on the definitions of Precision and Recall.
Solve 1 more question and get performance evaluation
Push your limits with challenges.
Question 1
You have a Confusion Matrix with TP=70, TN=50, FP=10, FN=15. Calculate the accuracy, precision, recall, and F1-Score. Discuss the implications if this were a model for a serious disease.
π‘ Hint: Calculate each metric step by step using the formulas provided.
Question 2
Design an experiment to collect data to evaluate a classification model in a case where the Confusion Matrix shows high False Positives. What metrics would you prioritize and why?
π‘ Hint: Consider scenarios where high costs associated with positive misclassifications would dictate the prioritization of metrics.
Challenge and get performance evaluation