What is machine learning?

Machine learning is programming with examples instead of hand-written rules.

Instead of coding "if the email says FREE MONEY, mark spam", you show the algorithm thousands of labelled emails and it discovers the rules itself — great for messy pattern problems.

Mental model: ML learns a function f(input) → output from examples, then applies it to unseen inputs.