This article provides insights about Pytorch, a Machine Learning framework written in Python. Pytorch is designed to support imperative and Pythonic Programming Style which will support faster development and easier debugging of codes. Additionally, Pytorch is designed to provide visibility into the whole computation and theoretically, it is leveraged with improved performance and scalability.