What it means
Supervised Learning is the most common way to train AI. You show the model an input (like a picture of a cat) and tell it the correct output (label: 'Cat'). After seeing thousands of examples, it learns to recognize cats on its own.
Why it matters
This is the foundation for most reliable AI tools we use today, from spam filters to image recognition systems. It works best when you have lots of clean, historical data.