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In this YouTube video tutorial, we will learn how to use deep learning to detect toxic comments on the web. The presenter, Nicholas Fronot, explains that we will be able to identify various types of toxicity, such as severe toxicity and threats, in sentences by passing them through a deep learning model. The tutorial covers topics such as loading and pre-processing data, specifically focusing on tokenization. By the end of the video, viewers will have a better understanding of how to detect and analyze toxic comments online using deep learning techniques.