How do GPUs handle large datasets more efficiently than CPUs

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How do GPUs handle large datasets more efficiently than CPUs

From Bastaki Blog Posts via Bastaki Blogs | Published February 24, 2025, 4:56 a.m. by Administrator

GPUs handle large datasets more efficiently than CPUs due to several architectural and design advantages:

  1. :

    • : Equipped with thousands of cores, GPUs can process multiple data points simultaneously, significantly speeding up computations involving large datasets.

    • : Typically have fewer cores (often 4 to 32), limiting their parallel processing capability.

  2. :

    • : Feature high-bandwidth memory interfaces (e.g., GDDR6 or HBM2) that allow for rapid data transfer between memory and processing units.

    • : Generally use lower bandwidth memory interfaces (e.g., DDR4), which can bottleneck data-intensive applications.

  3. :

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