I know nowadays agencies are using GPUs in order to accelerate AI, but how fast should be it to be efficient, I mean I know that depends of how large and complex the assignment is but what would be a way to measure its efficiency and what kind of technology(amount of GPUS,RAM,STORAGE) and techniques need to be used in order to get enough efficency?Any thoughts from experts would be appreciated
how fast does need to be an AI agent to be efficient?
efficiency
My understanding of efficiency in this context is in regards to optimization of algorithms as opposed to hardware speed, which is more of a brute force component.  GPUs may be more energy efficient, but this is distinct from linear optimization of algorithms.In terms of how much processor speed you need to tackle a given problem, that's in the realm of computational complexity theory and analysis of algorithms. Amount of GPUs, RAM and storage needed to tackle a given problem are purely a function of the complexity of the problem and the efficiency of the algorithms. 