Gradient Boosting and Its Influence on Model Accuracy in Complex Data

Predicting outcomes in complex data resembles assembling a puzzle with missing pieces. Even studies with 400,000 samples and 50,000 variables reach only about half the possible prediction accuracy, revealing the challenge of understanding complex patterns. Gradient boosting tackles this by letting each model learn from the last mistake, turning rough gu…