4.1. Introduction to Design Methodologies for AI Applications

Try these first

1. 1.

   What is a primary focus of design methodologies in AI applications?

   Hint

   Think about what methodologies aim to improve.

2. 2.

   What does scalability refer to in AI design?

   Hint

   Consider growth and demand management.

3. 3.

   What is the first step in designing an AI application?

   • Selecting an algorithm
   • Defining the problem
   • Deploying the solution

   Hint

   This is often the foundational step.

4. 4.

   True or False: Scalability is the ability of an AI system to operate efficiently under increased workloads.

   • True
   • False

   Hint

   Think about how systems need to grow with use.

5. 5.

   Consider a scenario where real-time data processing is critical for an autonomous vehicle. How would you approach the design methodology to ensure efficient processing?

   Hint

   Focus on how to prioritize speed and reliability.

6. 6.

   Discuss how you would design an AI system that requires both supervised and unsupervised learning approaches. What design methodologies would come into play?

   Hint

   Think about the distinct characteristics of each learning type and how they coexist.