Multicollinearity: The Three Witnesses Who Told the Same Story — And Why the Jury Got Confused

You added more features to improve your model. R² went up! But now your coefficients make no sense — one says "more bedrooms DECREASES price" while another says "more square feet INCREASES it." The problem? Your features are telling the same story. Here's how multicollinearity breaks your model and how to fix it.