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[Music] [Music] [Music] hello and welcome back to the machine learning at Microsoft YouTube channel today is the latest installment in the so called paper review course which were running here at Microsoft its an opportunity for a software engineer or a data scientist to spend about an hour talking through a seminal paper in the machine learning literature and today its my turn well though I must say I actually did this core a few weeks ago and tragically I was quite nervous when I did the call I I forgot to record it so I now you know for posterity more than anything else have to do a rerun of my presentation but no bad thing right because everything is always better on the rerun it so anyway today Im going to be talking about a seminal paper from Michelob at Google in 2013 and it introduced an algorithm called the skip cram model and the Skip grande model was one of the one of the first widely used algorithms for generating these Universal neural word embeddings now what is a wo