Most ML projects fail before they ever reach deployment — and the root cause is almost always data. Teams skip the critical step of understanding the structure, behavior, and quality of the data they rely on. This infographic breaks down the 12 core data types that shape every ML decision. If you’re building real systems, this is the starting point for clarity and long-term reliability. A foundational guide for architects, analysts, and leaders driving ML outcomes.