The rise of sophisticated investment markets has fueled a growing interest in algorithmically-driven digital asset investment. These solutions leverage innovative machine learning to process enormous information streams, detecting nuanced trends that human analysts might fail to see. Quantitative methods built with such algorithms attempt to automa