How Linear Regression Works: The Lazy Architect Who Drew One Line and Called It a Floor Plan

You have 1000 data points. You need to predict a number. Linear regression says "I'll draw ONE straight line through all of them." Sounds stupid. Works incredibly well. Here's exactly how it finds that magical line — and why this 200-year-old algorithm is still everywhere in 2024.