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The speaker is a data scientist and developer at booking.com with 15 years of professional coding experience and 8 years working with Python on machine learning and NLP. The tutorial focuses on annotation best practices, highlighting the importance of careful project initiation and scaling efforts internally and externally. It discusses handling unbalanced data using active learning, using a chatbot at booking.com as an example. The speaker aims to convince the audience to approach annotation projects thoughtfully for successful implementation.