5.4. Techniques for Improving Performance in AI Circuits

Try these first

1. 1.

   What is latency?

   Hint

   Think about timing in real-time systems.

2. 2.

   Why is throughput important?

   Hint

   Consider the speed of data handling.

3. 3.

   What is considered a critical aspect of low latency in AI applications?

   • Decision Making
   • Cost Reduction
   • Data Storage

   Hint

   Think about the speed of reactions required.

4. 4.

   True or False: Batch processing can improve throughput in AI systems.

   • True
   • False

   Hint

   Consider how data is managed.

5. 5.

   Design a hypothetical AI system aimed at processing real-time traffic data. Explain how you would minimize latency and maximize throughput.

   Hint

   Consider both hardware and software strategies.

6. 6.

   Evaluate the implications of failing to distribute resources effectively in a cloud-based AI system.

   Hint

   Think about the consequences of overloading certain components.