7.4.4. Scalability

Try these first

1. 1.

   Define scalability in your own words.

   Hint

   Think about how a system can cope with more demands.

2. 2.

   What is horizontal scaling?

   Hint

   It relates to the number of machines you can add.

3. 3.

   What is scalability in parallel processing?

   • The ability to increase processing speed
   • The ability to manage increased workloads effectively
   • The ability to simplify computer systems

   Hint

   Think about what scalability means in relation to changes in demand.

4. 4.

   True or False: Horizontal scaling involves upgrading existing hardware.

   • True
   • False

   Hint

   Consider if adding machines or improving them is the focus.

5. 5.

   Propose a real-world application of an AI system that would require both horizontal and vertical scaling. Discuss the rationale behind your proposal.

   Hint

   Think about areas where speed and data complexity are critical.

6. 6.

   Analyze how a constrained budget might impact the choice between horizontal and vertical scaling in a startup using AI technology.

   Hint

   Consider financial aspects and long-term growth.