Practice Convolutional Neural Networks (CNNs) - 8.5.1 | 8. Deep Learning and Neural Networks | Data Science Advance
K12 Students

Academics

AI-Powered learning for Grades 8–12, aligned with major Indian and international curricula.

Academics
Professionals

Professional Courses

Industry-relevant training in Business, Technology, and Design to help professionals and graduates upskill for real-world careers.

Professional Courses
Games

Interactive Games

Fun, engaging games to boost memory, math fluency, typing speed, and English skillsβ€”perfect for learners of all ages.

games

Practice Questions

Test your understanding with targeted questions related to the topic.

Question 1

Easy

What is the function of convolutional layers in CNNs?

πŸ’‘ Hint: Think about what part of the image is detected.

Question 2

Easy

What do pooling layers do in a CNN?

πŸ’‘ Hint: What happens to the size of the data?

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 purpose of convolutional layers in a CNN?

  • To combine the outputs
  • To extract features from input data
  • To reduce dimensionality

πŸ’‘ Hint: Think about what happens to the image initially.

Question 2

True or False: Pooling layers increase the dimensionality of the output.

  • True
  • False

πŸ’‘ Hint: What does pooling do to the features?

Solve 1 more question and get performance evaluation

Challenge Problems

Push your limits with challenges.

Question 1

Design a CNN architecture for a task that involves classifying types of fruits in images. Describe the layers and how they contribute to the final output.

πŸ’‘ Hint: Think about the specific features of fruits that would be useful for classification.

Question 2

Evaluate the strengths and weaknesses of using CNNs compared to traditional neural networks for image classification tasks.

πŸ’‘ Hint: Consider how CNNs analyze images differently.

Challenge and get performance evaluation