3.2.3. The Role of AI Hardware in Scalability

Try these first

1. 1.

   What does GPU stand for?

   Hint

   Think about what a GPU primarily does.

2. 2.

   Give an example of where distributed computing is used.

   Hint

   Consider services that handle intensive workloads.

3. 3.

   What is the main role of AI hardware in scalability?

   • To render graphics
   • To accelerate computations
   • To store data

   Hint

   Consider what the hardware is fundamentally designed for.

4. 4.

   True or False: Distributed computing allows a single computer to perform all AI tasks.

   • True
   • False

   Hint

   Think about how workload efficiency is achieved.

5. 5.

   How would you design a cloud-based AI solution for real-time data analysis, considering scalability across distributed systems?

   Hint

   Think about the requirements for processing and reliability.

6. 6.

   Analyze a scenario where an AI model built on a CPU fails due to scalability issues. What corrective measures would you implement?

   Hint

   Consider natural bottlenecks in processing and how they can be addressed.