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The lectures provide an in-depth introduction to the main research topics in the field of Deep Learning applied to Natural Language Processing. In addition to the lectures, there is a final project through which students will acquire the necessary skills to design, implement and understand the main neural network models for natural language, using Python and Pytorch.