Practice General Flow (6.2.4.1) - Introduction to Deep Learning (Weeks 12)
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General Flow

Practice - General Flow

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Practice Questions

Test your understanding with targeted questions

Question 1 Easy

What is the primary role of the input layer in a CNN?

💡 Hint: Think about what data starts the flow in a neural network.

Question 2 Easy

Name one type of pooling operation commonly used in CNNs.

💡 Hint: What method keeps the highest values in a region?

4 more questions available

Interactive Quizzes

Quick quizzes to reinforce your learning

Question 1

What is the main function of a convolutional layer?

To reduce image size.
To detect features in the input.
To perform the final classification.

💡 Hint: Think about what happens when the filters are applied.

Question 2

True or False: The pooling layer increases the spatial dimensions and the number of parameters.

True
False

💡 Hint: What is the goal of pooling?

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Challenge Problems

Push your limits with advanced challenges

Challenge 1 Hard

Design a CNN architecture for a dataset with very small images (e.g., 28x28) and discuss how you would adjust the number of filters and layers.

💡 Hint: Consider how image size influences the architecture design.

Challenge 2 Hard

Evaluate the trade-offs between using a deeper CNN with many layers versus a simpler CNN with fewer layers for a dataset of moderate complexity.

💡 Hint: What is the potential risk of deeper networks?

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