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Practice Questions
Test your understanding with targeted questions related to the topic.
Question 1
Easy
What is the purpose of learning rate scheduling?
💡 Hint: Think about how it affects weight updates.
Question 2
Easy
What is Step Decay in learning rate scheduling?
💡 Hint: Consider how intervals might improve training.
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 main purpose of learning rate scheduling?
- To increase model size
- To adjust learning over time
- To select training data
💡 Hint: Think about what happens to the weights during training.
Question 2
Step Decay reduces the learning rate by a fixed amount every few epochs.
- True
- False
💡 Hint: Consider how intervals influence the learning process.
Solve 1 more question and get performance evaluation
Challenge Problems
Push your limits with challenges.
Question 1
Given that you start with a learning rate of 0.1 and apply step decay every 5 epochs with a decay factor of 0.1, what will the learning rate be after 20 epochs?
💡 Hint: Break down the epochs into groups of 5 to see how many times the decay applies.
Question 2
Design a theoretical deep learning model using adaptive learning rates and justify your choices based on potential training challenges.
💡 Hint: Think about the types of data your model might encounter and how varying learning rates would help.
Challenge and get performance evaluation