The last decade and some, has witnessed some remarkable advancements in the area of Deep Learning. This area of Artificial intelligence (AI) has proliferated into many branches - Deep Belief Networks, Recurrent Neural Networks, Convolution Neural Networks, Adversorial Networks, Reinforcement Learning, Capsule Networks and the list goes on. These years have also resulted in Deep Learning to move from the research labs and closer to the home, thanks to progress in hardware, strorage and cloud technology.