Practice Systems For Scalable Training (12.4) - Scalability & Systems - Advance Machine Learning
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Systems for Scalable Training

Practice - Systems for Scalable Training

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Practice Questions

Test your understanding with targeted questions

Question 1 Easy

What does GPU stand for?

💡 Hint: Think about graphics and processing capabilities.

Question 2 Easy

Name one advantage of using TPUs over CPUs.

💡 Hint: Consider what TensorFlow is used for.

4 more questions available

Interactive Quizzes

Quick quizzes to reinforce your learning

Question 1

What is the primary function of a GPU?

Memory expansion
Parallel processing
Data storage

💡 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.

True
False

💡 Hint: Reflect on the principle of using private data.

2 more questions available

Challenge Problems

Push your limits with advanced challenges

Challenge 1 Hard

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.

Challenge 2 Hard

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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