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[Music] thank you very much and good morning I hope you are not too hungover from the party yesterday or at least youre fit enough for some machine learning namely we are going to discuss the intersection of natural language processing and recommendation systems my name is Emily Blaine I am data scientist at Kraft works and also lecturer and statistics and digital marketing at some universities great before we dive straight into the actual topic of our talk let me just cover some words about the company Im working for Kraft works we are at Vienna based artificial intelligence in software engineering company we have our office office right in the heart of the N in the service district and we usually develop highly customized individual user centric solutions that have some kind of artificial intelligence at the very core and that really ranges from predictive maintenance to recommendation system and kind of everything in between thats already it with the company talk lets dive righ