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All issuesVolume 330, Issue 4IT NewsTechnology

Compare GPUs Vs. CPUs For AI And Machine Learning Use Cases

Search Enterprise AI, Monday, September 22nd, 2025

Choosing which AI hardware option makes more sense for an AI or machine learning project depends on multiple factors, including speed, memory and cost.

One of the most critical decisions when deploying AI workloads is whether to power them with a graphics processing unit or a central processing unit. The choice has implications not just for workload performance, but also for cost-effectiveness.

GPUs and CPUs are computer processors -- the hardware that processes and executes the instructions that drive a computer. CPUs are general-purpose processors that mainly use sequential processing, while GPUs are designed for the parallel processing of graphics and other complex tasks. Both GPUs and CPUs can power AI and machine learning (ML) systems.

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