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itamp;#39;s great to be here hi everyone thanks for coming to Iamp;#39;m going to talk about embedding based classifiers for large output spaces before I start I should mention that this was a joint effort with bunch of great collaborators from Google research I would like to tell their name right now so Shawn go Shawn Bank Dan Holtmann such already said Satya and kale and Sanjeev Kumar and the results that Iamp;#39;m going to present today will be also presented in northamp;#39;s 2019 in December in Vancouver BC so I would like to begin by describing what I mean by large output spaces ok so suppose that I search for Google i/o 2019 in YouTube and you can see in this page that the group the keynotes talk by sundar is being played ok but at the same time we have this we have this autoplay section in YouTube that once this video is finished it decides automatically what which video should be played in at the next level so here for example you can see that Google i/o 2019 highlights h