How to Interpret Confidence Intervals for Model Predictions
When a machine learning model predicts that a house will sell for $450,000, how much confidence should you have in that number? Could the actual price reasonably be $400,000 or $500,000? This uncertainty quantification is precisely what confidence intervals provide—a range around predictions that expresses our uncertainty about the true value. Yet despite their importance, … Read more