The popularity of Deep Neural Networks has drastically increased over the last half a decade or so. Built around the concept of Deep Learning and Biological Neural Networks, it has managed to capture the imagination of one and all. Deep Learning in its brief stint has already made innovative changes and has aided in eliminating or mitigating issues with computer vision, natural language processing, speech recognition, machine translation and more. In fact, in many sectors, it has managed to improve on the performances of the human experts. Hence, it is interesting to analyse its possible impact on the financial sector.