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In this tutorial, the instructor introduces the viewers to creating a custom named entity recognizer using SpaCy3. The tutorial explores an open-source tool called ner text annotator, developed by Arun Mori. This tool serves as an alternative to Cano and Prodigy for data annotation labels, specifically for text data. After annotation, the tutorial covers training a custom named entity recognizer model using SpaCy3, highlighting the differences between SpaCy2 and SpaCy3 in model training.