Practice Classification Problem Formulation (5.1) - Supervised Learning - Classification Fundamentals (Weeks 5)
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Classification Problem Formulation

Practice - Classification Problem Formulation

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Practice Questions

Test your understanding with targeted questions

Question 1 Easy

What is classification in machine learning?

💡 Hint: Think about how classes are formed.

Question 2 Easy

Give an example of binary classification.

💡 Hint: Focus on two distinct outcomes.

4 more questions available

Interactive Quizzes

Quick quizzes to reinforce your learning

Question 1

What is the primary goal of classification in machine learning?

Predict continuous values
Predict discrete labels
Cluster data

💡 Hint: Think about the outcomes classification aims to achieve.

Question 2

True or False: In multi-class classification, an instance can belong to only one class.

True
False

💡 Hint: Recall how classes interact with each other in this context.

2 more questions available

Challenge Problems

Push your limits with advanced challenges

Challenge 1 Hard

Discuss the implications of using a poor decision boundary in a binary classification model. How might it affect predictions?

💡 Hint: Consider how the boundary separates or misrepresents classes.

Challenge 2 Hard

In a multi-class classification model with overlapping classes, which strategy would you recommend? Justify your choice.

💡 Hint: Think about dividing the complex problem into simpler parts.

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Reference links

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