Practice Confusion Matrix - 12.5.C | 12. Model Evaluation and Validation | Data Science Advance
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Practice Questions

Test your understanding with targeted questions related to the topic.

Question 1

Easy

Define True Positives.

πŸ’‘ Hint: Think about what happens when the model gets a positive case right.

Question 2

Easy

What does a False Positive indicate?

πŸ’‘ Hint: Consider the mistakes a model could make in predictions.

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 a confusion matrix help to visualize?

  • Classification results
  • Regression results
  • Data pre-processing

πŸ’‘ Hint: Think about what category of models uses confusion matrices.

Question 2

True or False: True Negatives (TN) indicates correct predictions of negative cases.

  • True
  • False

πŸ’‘ Hint: Consider how the terms are defined.

Solve 2 more questions and get performance evaluation

Challenge Problems

Push your limits with challenges.

Question 1

You are tasked with improving a classification model for a credit approval system. The confusion matrix shows high false negatives. Discuss strategies to reduce them and enhance the model's recall.

πŸ’‘ Hint: Consider aspects of model training and evaluation.

Question 2

Given a confusion matrix with TP = 40, FP = 25, FN = 15, and TN = 20, calculate precision, recall, and the F1 Score. Discuss how these metrics could inform model improvement.

πŸ’‘ Hint: Make sure to follow through the calculations accurately.

Challenge and get performance evaluation