5.4.3. Scalability and Resource Utilization

Try these first

1. 1.

   What is dynamic resource allocation?

   Hint

   Think about how clouds manage resources during peak times.

2. 2.

   Why is load balancing important in AI systems?

   Hint

   Consider how a highway manager prevents traffic jams.

3. 3.

   What does dynamic resource allocation improve?

   • Energy efficiency
   • Model complexity
   • Software debugging

   Hint

   Think about managing energy costs.

4. 4.

   True or False: Load balancing helps prevent bottlenecks in AI systems.

   • True
   • False

   Hint

   Reflect on traffic management again.

5. 5.

   Evaluate the impact of dynamic resource allocation on user experience in AI applications.

   Hint

   Think about how customers react to slow service.

6. 6.

   Design a simple load balancing algorithm for a cloud-based AI system that reduces latency.

   Hint

   Consider how a traffic director reroutes cars to avoid congestion.