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The speaker is a data scientist and developer at booking.com with 15 years of coding experience, primarily focused on Python, machine learning, and NLP. The tutorial will cover the importance of annotating data correctly, starting an annotation project, scaling it internally and externally, and handling unbalanced data using active learning. Examples will be provided using the setting of a chat bot at booking.com.