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In this video tutorial, Nicholas Fronot explores using deep learning to detect toxic comments on the web. By analyzing natural language sentences through a deep learning model, he aims to identify different levels of toxicity, threats, and other elements within the text. The tutorial covers loading data, preprocessing information, and techniques like tokenization to analyze and detect toxicity in comments on the web.