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Test your understanding with targeted questions related to the topic.
Question 1
Easy
What is the vanishing gradient problem?
π‘ Hint: Think about how gradients affect learning.
Question 2
Easy
List one strategy to mitigate overfitting.
π‘ Hint: Think about regularization techniques.
Practice 4 more questions and get performance evaluation
Engage in quick quizzes to reinforce what you've learned and check your comprehension.
Question 1
What happens during the vanishing gradient problem?
π‘ Hint: Remember how gradients affect learning.
Question 2
True or False: Overfitting leads to poor performance on training data.
π‘ Hint: Consider the meaning of overfitting.
Solve 3 more questions and get performance evaluation
Push your limits with challenges.
Question 1
Design an experiment to measure the impact of dropout on a network's performance. What metrics will you use?
π‘ Hint: Consider practical metrics that reflect training success.
Question 2
Discuss how computational complexity in deep learning might evolve with advancements in hardware technology. What could the future hold?
π‘ Hint: Think about trends in technology and their implications.
Challenge and get performance evaluation