Practice Decision Boundary (5.2.2) - Supervised Learning - Classification Fundamentals (Weeks 5)
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Decision Boundary

Practice - Decision Boundary

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Practice Questions

Test your understanding with targeted questions

Question 1 Easy

What is the decision boundary in logistic regression?

💡 Hint: Think about how we classify emails as spam or not based on probability.

Question 2 Easy

What is the typical threshold used for binary classification?

💡 Hint: Consider what would classify an instance as positive.

4 more questions available

Interactive Quizzes

Quick quizzes to reinforce your learning

Question 1

What is a decision boundary?

A threshold for classifying instances
A tool for data preprocessing
A type of algorithm

💡 Hint: Think about what separates different classes.

Question 2

True or False: The decision boundary can only be visualized in two dimensions.

True
False

💡 Hint: Consider other dimensional spaces.

1 more question available

Challenge Problems

Push your limits with advanced challenges

Challenge 1 Hard

In a binary classification scenario with a dataset, describe the effect of moving the decision boundary closer to a specific class of data points.

💡 Hint: Think about how changing the threshold impacts classification.

Challenge 2 Hard

Discuss how you would approach optimizing the β coefficients during model training for the decision boundary in logistic regression.

💡 Hint: Recall the cost function's role in logistic regression.

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