Tuesday, December 24, 2024
AI HW: NPU vs GPU; TOPS
Neural Processing Units (NPUs)...are designed to efficiently handle matrix multiplication and addition, which is essential for artificial intelligence (AI) and machine learning (ML) workloads
such as image recognition, natural language processing, and machine learning."
by measuring the number of operations (additions, multiplies, etc.)
in trillions executed within a second.
NPU uses less power and is far more efficient at AI tasks than a CPU or GPU.
for Copilot+ PCs.
Do we really need NPUs now? - YouTube by TechAltar
micro "neural network" example, image detection with matrix multiplication
A specialized NPU does not take up much space on processor chips.
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