Trading is in the heart of commerce in human history and its evolution is one of the most signicant factors in the course of humanity. Consistently protable traders take every negative or positive trade they make as an opportunity to improve themselves. Further, Reinforcement Learning (RL) is a framework where an agent performs actions over an environment and observes the immediate result; this feedback is used to improve the following action taken and the process starts again. We