AI and machine learning are considered as the foundations of tech transformation in the modern industry. Integrating machine learning algorithms into business operations has made enterprises more intelligent and efficient. As the next paradigm change in computing is underway, the evolution of deep learning has also caught the attention of industry specialists and tech giants. Currently, deep learning technology is an integral part of global industries. Artificial neural networks are at the core of the deep learning revolution. Deep learning trends predicted by experts reveal that this advancement of ML and its adjoining technologies has minimized the overall error rates and has also improved the performance of the networks for a particular task. In this article, we enlist the top deep learning predictions and trends that tech enthusiasts can watch out for in 2022.