It can be vital to make sure that the benchmark atmosphere is just like the enterprise manufacturing atmosphere, he stated, and to doc areas the place community, compute, storage, inputs, outputs, and contextual augmentation of the benchmark atmosphere differ from the manufacturing atmosphere.
Further, make it possible for the mannequin examined matches the mannequin that’s obtainable for preview or for manufacturing, Park suggested. It is frequent for fashions to be optimized for a benchmark, with out revealing deep element into the fee or time required for the coaching, augmentation, or tuning going into that optimization.
Ultimately, “businesses seeking to conduct a competitive evaluation of AI models can use benchmarks as a starting point, but really need to scenario test in their own corporate or cloud environments if they want an accurate understanding of how a model may work for them,” Park emphasised.
