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thank you very much for the introduction and the invitation to speak here today i guess everyone is watching online and i hope you have a pleasant experience in fact for your viewing pleasure ive introduced various background sounds into the audio track including my kids screaming as they play various bits of random telephone calls and the doorbell going off also to ensure that you stay awake during the entirety of the presentation there will be a strange audio jump every time slide transitions so be sure to watch out for that all right so lets get started without any further ado and im manik varma from microsoft research india and the organizers requested me to give a very quick overview of the state of extreme classification before commencing with my own talk on deep xml so for those of you who are unfamiliar with the area let me start by first defining the problem and giving some context in traditional classification we take an input such as an image a document or an audio clip