5. AI Systems

Scalable Systems — Quiz

Test your understanding of scalable systems with 5 practice questions.

Practice Questions

Question 1

Which of the following parallelism strategies is most suitable for models where different layers can be processed independently on different devices?

Question 2

When evaluating the cost-performance tradeoffs of a scalable AI system, which metric is crucial for understanding the efficiency of resource utilization?

Question 3

In the context of distributed training, what is the primary challenge associated with communication overhead?

Question 4

Which of the following best describes the role of a hardware accelerator in optimizing large AI models?

Question 5

Consider a scenario where a large AI model needs to be trained across multiple machines. If the model's parameters are too large to fit on a single device, which parallelism strategy would be most appropriate?