Practice First Convolutional Block - 6.5.2.2.3 | Module 6: Introduction to Deep Learning (Weeks 12) | Machine Learning
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6.5.2.2.3 - First Convolutional Block

Learning

Practice Questions

Test your understanding with targeted questions related to the topic.

Question 1

Easy

What is the primary purpose of a convolutional layer in a CNN?

πŸ’‘ Hint: Think about patterns in images.

Question 2

Easy

Define the term 'feature map' in the context of CNNs.

πŸ’‘ Hint: It's a visual representation of what the filter finds.

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 the convolutional layer primarily do in a CNN?

  • Extracts features from images
  • Classifies images
  • Reduces dimensions

πŸ’‘ Hint: Focus on the main function of this layer.

Question 2

True or False: Pooling layers can increase the size of feature maps.

  • True
  • False

πŸ’‘ Hint: Think about what pooling accomplishes.

Solve 2 more questions and get performance evaluation

Challenge Problems

Push your limits with challenges.

Question 1

Design an architecture for a CNN that processes larger images (e.g., 256x256 pixels). Explain how you would adjust the convolutional block and why.

πŸ’‘ Hint: Consider how image size impacts complexity.

Question 2

Analyze how changes to the stride size in a convolutional layer may affect the overall accuracy and efficiency of a CNN. Provide examples.

πŸ’‘ Hint: Think about the balance between detail and resource management.

Challenge and get performance evaluation