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Pytorch is a deep learning library that is gaining popularity. It is a Python-based scientific computing package targeted at two sets of audiences: a replacement for NumPy to use the power of GPUs, and a deep learning research platform that provides maximum flexibility and speed. In this article, we will learn how to build a neural network model in Pytorch with best practices for a beginner through some visualizations.