image net and you know data set sizes spanning that's probably over two to two orders of magnitude or two orders of magnitude there yeah and also computers becoming available as investment of more resources in Jim machine learning and AI and improvements in Hardware and distributive training have kind of allowed for you know even though there's there's this logarithmic or this heavy demand for additional compute to see kind of finite sized improvements at least as of yet kind of the industry as a whole has been developing techniques