•Edmund, a current PhD candidate, is studying financial forecasting using deep learning techniques. He stands as a dedicated learner and hands-on practitioner, actively applying his knowledge to navigate the intricacies of financial data. Edmund takes to Medium as his canvas, where he shares his ongoing learning and side projects related to Python coding, machine learning, and certain finance intersected topic.