Introduction Why do so many students complete machine learning projects but fail to convince admissions committees that their knowledge of systems goes beyond syntax? Your ability to run models or import libraries across competitive applications, particularly in data science and finance, is not being evaluated by reviewers. They are evaluating your problem-solving skills, handling incomplete data, and producing decisions that resemble real-world systems. Your project's desig