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In this tutorial, Nicholas Fronot explores how to detect toxic comments on the web using deep learning. He explains that common toxicity elements like severe toxicity, basic toxicity, and threats can be identified by passing sentences through a deep learning model. The tutorial covers loading and preprocessing data, focusing on tokenization. Overall, the goal is to analyze and detect toxic elements in natural language comments.