March 7, 2024, 3:47 p.m. | Liz Li

Towards Data Science - Medium towardsdatascience.com

A thorough list of Technologies for best Performance/Watt

The most commonly used metric to define AI performance is TOPs (Tera Operations Per Second), which indicates compute capability but oversimplifies the complexity of AI systems. When it comes to real AI use case system design, many other factors should also be considered beyond TOPs, including memory/cache size and bandwidth, data types, energy efficiency, etc.

Moreover, each AI use case has its characteristics and requires a holistic examination of the whole use …

ai performance ai systems artificial intelligence beyond capability case complexity compute data science design large language models list machine learning operations per performance stable diffusion systems technologies

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