What Is AI Training Data? A Complete Guide for ML Teams in 2026

AI training data is the foundation of every machine learning model. But what exactly is it, how do you collect it, and what separates good training data from bad? This guide breaks down everything ML teams need to know — from data types and collection methods to annotation quality metrics and common pitfalls.