Practice Rmsprop (root Mean Square Propagation) (11.5.4) - Introduction to Deep Learning (Weeks 11)
Students

Academic Programs

AI-powered learning for grades 8-12, aligned with major curricula

Engineering Courses
Professional

Professional Courses

Industry-relevant training in Business, Technology, and Design

Certifications
Games

Interactive Games

Fun games to boost memory, math, typing, and English skills

RMSprop (Root Mean Square Propagation)

Practice - RMSprop (Root Mean Square Propagation)

Learning

Practice Questions

Test your understanding with targeted questions

Question 1 Easy

What does RMSprop stand for?

💡 Hint: Think about the components of the optimizer's name.

Question 2 Easy

What problem does RMSprop address?

💡 Hint: Consider the challenges faced during deep learning.

4 more questions available

Interactive Quizzes

Quick quizzes to reinforce your learning

Question 1

What does RMSprop stand for?

Root Mean Square Propagation
Random Mean Square Propagation
Reversed Mean Squared Propagation

💡 Hint: Consider the name of the optimizer and its components.

Question 2

True or False: RMSprop helps mitigate the problem of vanishing gradients.

True
False

💡 Hint: Think about what RMSprop aims to improve in the training process.

1 more question available

Challenge Problems

Push your limits with advanced challenges

Challenge 1 Hard

Evaluate scenarios where RMSprop outperforms SGD and discuss why that is.

💡 Hint: Consider the effects of having different rates for different gradients.

Challenge 2 Hard

Discuss the impact of choosing a poor learning rate with RMSprop and its potential repercussions.

💡 Hint: Think about the behavior of networks trained with extreme learning rates.

Get performance evaluation

Reference links

Supplementary resources to enhance your learning experience.