10.4. Challenges and Future Directions in AI Circuit Design

Try these first

1. 1.

   What is scalability in AI systems?

   Hint

   Think about how well a system can adapt as AI models grow.

2. 2.

   Define power efficiency.

   Hint

   Consider how we can save energy while operating machines.

3. 3.

   What is scalability?

   • Ability to increase size
   • Ability to perform without loss of efficiency
   • Ability to add more features

   Hint

   Think about growth and maintaining quality.

4. 4.

   True or False: Energy-efficient architectures enable scaling AI systems without excessive power consumption.

   • True
   • False

   Hint

   Reflect on how energy conservation can affect technology growth.

5. 5.

   Design a conceptual low-power AI architecture for an autonomous vehicle, detailing how you would integrate model pruning and quantization.

   Hint

   Think about how to balance high performance with low energy consumption.

6. 6.

   Evaluate a real-world application where latency is critical. Propose methods to minimize latency in this scenario and discuss the implications.

   Hint

   Look into the role of data processing speed in making timely decisions.