[mooreds]

Great post from a bigwig at Google about the difference between building the infrastructure of machine learning and applying that infrastructure. I think that just like the vast majority of companies shouldn't run server infrastructure, the vast majority of companies shouldn't be involved in building the nuts and bolts of ML systems. Instead, use one of the big cloud providers or open source frameworks until your needs exceed the offering.