Handling Categorical Variables: Teaching Your Model to Understand "Red," "Blue," and "Green" Without Having a Mental Breakdown

Your model speaks numbers. Your data speaks words. "Large," "Medium," "Small." "New York," "London," "Tokyo." Someone needs to translate. Get it wrong, and your model thinks Tokyo is three times better than New York. Here's how to get it right.