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Pytorch has become one of the de facto standard for creating Neural Networks. With its high customizability and pythonic syntax, PyTorch is just a joy to work with. In this guide, I will go through some of the most important classes and modules that you will require while creating any neural network with PytorCh. We will also talk about custom Layers, Datasets, Dataloaders, and Loss functions. The full list of functions can be found here.