Practice Example Architecture (Conceptual) - 6.2.4.2 | Module 6: Introduction to Deep Learning (Weeks 12) | Machine Learning
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6.2.4.2 - Example Architecture (Conceptual)

Learning

Practice Questions

Test your understanding with targeted questions related to the topic.

Question 1

Easy

What is the purpose of the input layer in a CNN?

πŸ’‘ Hint: Think about how images are represented.

Question 2

Easy

Name one function of pooling layers in CNNs.

πŸ’‘ Hint: Consider what this helps with in terms of computation.

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 is the primary function of the convolutional layer?

  • To classify data
  • To extract features from data
  • To compress data

πŸ’‘ Hint: Think about what happens after applying filters.

Question 2

True or False: Pooling layers increase the spatial dimensions of output.

  • True
  • False

πŸ’‘ Hint: What does pooling aim to achieve?

Solve and get performance evaluation

Challenge Problems

Push your limits with challenges.

Question 1

Design a conceptual CNN architecture for classifying animal images, explaining the number of layers and types of layers you would include.

πŸ’‘ Hint: Consider how layered information builds upon one another.

Question 2

Discuss how you would modify a CNN architecture to better handle high-resolution images.

πŸ’‘ Hint: Think about balancing feature extraction with computational efficiency.

Challenge and get performance evaluation