2.3. The Rise of Graphics Processing Units (GPUs) for AI (2000s - 2010s)

Try these first

1. 1.

   What was the original purpose of GPUs?

   Hint

   Think about what GPUs do in gaming.

2. 2.

   What does CUDA stand for?

   Hint

   What architecture allows general-purpose GPU computing?

3. 3.

   What is a GPU primarily used for?

   • Encoding audio
   • Rendering graphics
   • Storing databases

   Hint

   Think about its role in video games.

4. 4.

   True or False: CUDA allows general-purpose computations on GPUs.

   • True
   • False

   Hint

   What does CUDA allow GPUs to do?

5. 5.

   Discuss how the introduction of GPUs has influenced the trajectory of modern AI research and applications. Provide specific examples.

   Hint

   Consider historical contexts and advancements in various AI technologies.

6. 6.

   Evaluate the significance of specialized AI hardware like TPUs and how they relate to the evolution of GPU technology in AI.

   Hint

   Reflect on the strengths of GPUs versus the unique capabilities of TPUs.