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CPU vs GPU: A Practical Comparison

  • CPUs and GPUs have different strengths and are used for different purposes.
  • CPUs are best for operating systems, databases, web applications, and executing complex sequential logic.
  • GPUs are best for machine learning, deep learning, big data processing, graphics rendering, and massively parallel mathematical computations.
  • In a real-world example, the GPU was approximately 13 times faster than the CPU in matrix multiplication.

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