Feature Scaling: Why Your Model Thinks a $50,000 Salary Matters More Than 20 Years of Experience

Imagine judging athletes where one score is measured in inches and another in miles. The miles would dominate everything — not because they're more important, but because the numbers are bigger. This is exactly what happens to your unscaled data.