Practice Underfitting (1.3.3) - Learning Theory & Generalization - Advance Machine Learning
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Underfitting

Practice - Underfitting

Learning

Practice Questions

Test your understanding with targeted questions

Question 1 Easy

What is underfitting?

💡 Hint: Think about what happens if your model doesn't account for complexity.

Question 2 Easy

Give an example of a model that might underfit.

💡 Hint: Consider simple models on complex data patterns.

4 more questions available

Interactive Quizzes

Quick quizzes to reinforce your learning

Question 1

What does underfitting indicate?

High accuracy on training data
High error on training and test data
Optimal performance

💡 Hint: Think about the model's learning capability.

Question 2

True or False: Underfitting can occur with overly complex models.

True
False

💡 Hint: Consider when models are generally too simple.

1 more question available

Challenge Problems

Push your limits with advanced challenges

Challenge 1 Hard

You are tasked with predicting house prices based on their features. You choose to include only one feature: the size of the house. Discuss how this could lead to underfitting, and suggest at least two additional features you could include to enhance the model.

💡 Hint: Think about what other factors might affect house prices.

Challenge 2 Hard

A class is exploring the effects of underfitting by training a linear regression model on a dataset with a quadratic relationship. What signs will indicate that the model is underfitting, and how could the students prove this?

💡 Hint: Consider how visual assessments can indicate model performance.

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Reference links

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