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In this video tutorial, Nicholas Fronot discusses the detection of toxic comments on the web using deep learning. He explains how to identify different levels of toxicity, including severe and basic toxicity, threats, and more. The tutorial covers loading and pre-processing data, focusing on tokenization. By using a deep learning model, users can detect and analyze toxic elements in natural language sentences.