Decoding XGBoost: Why This Algorithm Dominates Competitive Machine Learning

XGBoost has become the gold standard for structured data by refining errors through sequential boosting rather than parallel averaging. Its unique combination of computational speed and built-in regularization makes it an indispensable tool for building high-performance ML pipelines in both competitions and real-world industry applications.