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Gradient boosting, also known as ensemble learning in machine learning, is a powerful technique that combines the strengths of several weak learners (typically decision trees) to improve model accuracy. Gradient boosting is a powerful ensemble learning technique that combines the strengths of multiple weak learners, typically decision trees. This technique builds up models in a sequence where each model is trained to forecast the residuals of the previous model rather than the target variables themselves.