Selecting between Statistical Machine Learning and Deep Learning depends on your data, problem scale, and need for interpretability. This PDF explains that choice using a simple analogy: Detective Sam for Statistical ML and Agent Nova for Deep Learning. Through real-world scenarios and comparisons, it helps you quickly understand when to use each approach and how they can work together effectively.