The trust which has grown in the power of deep learning models has made the finance industry very eager and with dynamical attitude to apply them in practice as it has been for the past few years. There are a variety of methods and techniques used which have remained very separate from each other in their approach. During the course of this survey, we intend to study the various techniques currently being used to predict or analyze the market and attempt to make a hybrid model so that a wider domain is covered in order to make better predictions.