Practice Systems for Scalable Training - 12.4 | 12. Scalability & Systems | Advance Machine Learning
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Practice Questions

Test your understanding with targeted questions related to the topic.

Question 1

Easy

What does GPU stand for?

πŸ’‘ Hint: Think about graphics and processing capabilities.

Question 2

Easy

Name one advantage of using TPUs over CPUs.

πŸ’‘ Hint: Consider what TensorFlow is used for.

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 primary function of a GPU?

  • Memory expansion
  • Parallel processing
  • Data storage

πŸ’‘ 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

πŸ’‘ Hint: Reflect on the principle of using private data.

Solve 2 more questions and get performance evaluation

Challenge Problems

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.

πŸ’‘ 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?

πŸ’‘ Hint: Consider practicalities not just related to performance but also to implementation.

Challenge and get performance evaluation