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[Music] okay good afternoon everyone nice to see you all here lets get good lets get rolling by the way so annotating data the right way a little bit about myself Im a data scientist and developer at booking.com Ive been coding professionally for the last 15 years or so and for the last eight years Ive been working with Python on machine learning and NLP problems and today were going to talk a little bit about annotations and how to do them right so I hope to convince you that you should think carefully how you start annotation project and how you create it then how you scale it farther internally within your company with internal rotators but also externally with Musante with math notation services and in addition we will talk about the common case of having unbalanced data and how to handle this using active learning so the problem the setting that we will use in order to provide examples will be the setting of a chat bot that we have at booking.com you can try it facebook mes