Market-Inspired GPU Allocation in AI Workloads: A Cybersecurity Use Case

Market-Inspired GPU Allocation in AI Workloads: A Cybersecurity Use Case

Introduction Over the last couple of years, advancements in Artificial Intelligence (AI) have driven an exponential increase in the demand for GPU resources and electrical energy, leading to a global scarcity of high-performance GPUs, such as NVIDIA’s flagship chipsets. This scarcity has created a competitive and costly landscape. Organizations with the financial capacity to build their own AI infrastructure pay substantial premiums to maintain operations, while others rely on renting GPU resources from cloud providers,…

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