Question

In: Computer Science

Graphics processing units are incredibly powerful and can be used for more than just gaming. What...

Graphics processing units are incredibly powerful and can be used for more than just gaming. What are some of the ways a GPU can be used and why would you be able to use it that way (think computations)?

Solutions

Expert Solution

GPUs are very powerful because they have more cores than a typical CPU but each of these GPU cores runs at a lower frequency than a CPU core. GPUs utilize their cores to process data in parallel. This parallelism is unmatched by any CPU.

Some other uses of GPUs:

  • Video editing: A video rendering requires massive processing power and GPUs can provide this power easily. For example, Adobe Premiere Pro uses GPUs to edit and render videos.
  • Machine Learning: Machine Learning heavily uses GPU to train models against data sets. This can be done by CPUs but they will take much longer than a GPU.
  • Cryptography: Some cryptographic algorithms require lots of computations, such as DES, AES, etc, to encode and decode data.
  • Image processing: Applications for photo editing heavily uses GPUs. For example, Adobe Photoshop.
  • Cyber-attack (Brute Force attack): GPUs are used to launch brute force attacks as a brute force attack needs to try out each and every combination and thus requires massive computation power as number of combinations are exponential.

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