gradientboosting

Gradient boosting has become the go-to algorithm for structured data problems, dominating Kaggle competitions and powering production systems at companies like Airbnb, Uber, and Netflix. Yet despite its ubiquity, many practitioners treat it as a black box—tuning hyperparameters without understanding what’s happening under the hood. This knowledge gap prevents effective debugging, thoughtful feature engineering, and … Read more

Gradient Boosting is one of the most powerful and widely used machine learning techniques for prediction tasks. From winning Kaggle competitions to powering business-critical applications, gradient boosting has earned a reputation for exceptional performance in both classification and regression problems. In this article, we’ll answer the question, “What is Gradient Boosting in machine learning?” by … Read more