Nowadays, OOT platforms like Disney + Hotstar, SONY Liv, and others perform live-streaming of various events. Video quality is a significant concern in countries like India, and network strength is relatively weak. So the proposed work was in the same direction to develop a machine learning model that takes a low-resolution input image up-scaled to the high-resolution space; based on Convolutional Neural Network.