9.3.1. Hardware Constraints

Try these first

1. 1.

   What is a memory bottleneck?

   Hint

   Think about how data storage can affect speed.

2. 2.

   Why is latency important in AI applications?

   Hint

   Consider scenarios where speed matters.

3. 3.

   What is a major consequence of a memory bottleneck?

   • Faster processing
   • System failure
   • Improved model performance

   Hint

   Consider the impact of running out of resources.

4. 4.

   True or False: High latency can enhance the performance of real-time AI applications.

   • True
   • False

   Hint

   Think about decision-making requirements for safety.

5. 5.

   A university is running AI models for facial recognition using a server with only 8GB of RAM. Suggest improvements to handle the scale of data they collect during training.

   Hint

   Think of how scaling up hardware or optimizing data might help.

6. 6.

   A robotics company is facing significant delays in decision-making during autonomous tasks. What architectural changes could they implement?

   Hint

   Consider specialized hardware solutions to speed up processing.