7.3.2. Large-Scale Data Processing

Try these first

1. 1.

   What is parallel processing?

   Hint

   Think about how tasks can be managed to save time.

2. 2.

   What is large-scale data in AI?

   Hint

   Consider what types of data use a lot of resources.

3. 3.

   What is the primary advantage of using parallel processing in AI?

   • Slower processing
   • Faster computation
   • More errors

   Hint

   Think about how tasks can be managed together.

4. 4.

   True or False: Distributed computing can help with large-scale datasets.

   • True
   • False

   Hint

   Think about teamwork in data processing.

5. 5.

   How would you devise a strategy for handling a dataset too large for one machine? Outline your plan including parallel processing and division of tasks.

   Hint

   Consider the strategy of teamwork

6. 6.

   Discuss how you would identify and mitigate bottlenecks in a large data processing system you've designed.

   Hint

   Think about areas where delays occur.