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Test your understanding with targeted questions related to the topic.
Question 1
Easy
What does GPU stand for?
π‘ Hint: Think about graphics and processing capabilities.
Question 2
Easy
Name one advantage of using TPUs over CPUs.
π‘ Hint: Consider what TensorFlow is used for.
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 is the primary function of a GPU?
π‘ Hint: Think about how graphics are rendered.
Question 2
True or False: Federated Learning requires raw data to be sent to a central server for processing.
π‘ Hint: Reflect on the principle of using private data.
Solve 2 more questions and get performance evaluation
Push your limits with challenges.
Question 1
Design a federated learning system that could improve a mobile app's prediction capabilities while ensuring user privacy. Discuss the key features of your design.
π‘ Hint: Think about how you could balance performance with privacy.
Question 2
Evaluate the performance differences between using GPUs and TPUs for training a large neural network. What considerations should be taken into account aside from speed?
π‘ Hint: Consider practicalities not just related to performance but also to implementation.
Challenge and get performance evaluation