The journey from crude data to refined insights is a complex but essential process. By aligning your business case, efficiently extracting and cleaning your data, judiciously engineering features, and managing the ML lifecycle, you prepare your enterprise to power up the AI engines effectively. Understanding and navigating this journey aren’t just an IT requirement but a core business competency in the data-driven world of today.