9.3. Challenges in Implementing AI Circuits in Real-World Applications

Try these first

1. 1.

   What are hardware constraints in AI circuits?

   Hint

   Think about factors impacting system resources.

2. 2.

   Define overfitting.

   Hint

   Consider how models can memorize training data too closely.

3. 3.

   What does latency refer to in AI systems?

   • A measurement of memory capacity
   • The delay before a transfer of data
   • The complexity of algorithms used

   Hint

   Think about delays versus capacities.

4. 4.

   True or False: Overfitting ensures better generalization in AI models.

   • True
   • False

   Hint

   Think about the balance between learning and memorizing.

5. 5.

   Analyze how a company can mitigate the effects of poor data quality on the development of an AI model.

   Hint

   Focus on strategies that ensure data reliability.

6. 6.

   Discuss the trade-offs between using FPGAs and ASICs for a real-time AI application in an autonomous vehicle.

   Hint

   Think about the needs for performance versus cost and adaptability.