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The video tutorial covers the importance of annotating data correctly in machine learning and NLP projects. The speaker, a data scientist and developer at Booking.com, emphasizes the need to carefully plan annotation projects and scale them internally and externally. They discuss utilizing internal annotators, external annotation services like Musante, and handling unbalanced data with active learning. The examples provided will focus on a chatbot project at Booking.com.