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In this YouTube tutorial, Nicholas Fronot discusses detecting toxic comments on the web using deep learning. He explains that the model can identify different levels of toxicity, such as severe or basic toxicity, and threats within sentences. The tutorial covers loading and pre-processing data, including tokenization. This technology aims to help combat toxicity in online comments.