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In this video tutorial, Nicholas Fronot discusses how to detect toxic comments on the web using deep learning. He explains that he will be examining different elements of toxicity in natural language sentences, such as severe toxicity, basic toxicity, and threats. Fronot will cover loading data, preprocessing information, and tokenization to analyze the data in more detail.