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  Boosting Information Boosting is a machine learning technique that combines multiple weak learners to create a strong learner. Weak learners are models that perform only slightly better than random guessing, such as decision trees with limited depth or simple linear models. Boosting iteratively trains a sequence of weak learners, where each subsequent model focuses on the samples that were misclassified .. Zettelkasten/Terminology Information 2023. 2. 22.