Practice - Systems for Scalable Training
Practice Questions
Test your understanding with targeted questions
What does GPU stand for?
💡 Hint: Think about graphics and processing capabilities.
Name one advantage of using TPUs over CPUs.
💡 Hint: Consider what TensorFlow is used for.
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Interactive Quizzes
Quick quizzes to reinforce your learning
What is the primary function of a GPU?
💡 Hint: Think about how graphics are rendered.
True or False: Federated Learning requires raw data to be sent to a central server for processing.
💡 Hint: Reflect on the principle of using private data.
2 more questions available
Challenge Problems
Push your limits with advanced challenges
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.
💡 Hint: Think about how you could balance performance with privacy.
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?
💡 Hint: Consider practicalities not just related to performance but also to implementation.
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Reference links
Supplementary resources to enhance your learning experience.