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In this video tutorial, Nicholas Fronot discusses how to detect toxic comments on the web using deep learning. The tutorial covers common types of toxicity such as severe toxicity, basic toxicity, and threats within sentences. The tutorial teaches how to pass sentences through a deep learning model to detect different elements of toxicity. The tutorial includes loading data, preprocessing information, tokenization, and more to analyze and detect toxicity in natural language sentences.