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In this video tutorial, Nicholas Frunot explores how to detect toxic comments on the web using deep learning. The video covers the detection of different elements of toxicity in natural language sentences, such as severe toxicity, basic toxicity, and threats. The tutorial includes steps on loading and preprocessing data, with a focus on tokenization.