Light Gradient Boosting Table Of Contents: What Is a Light Gradient Boosting Algorithm? Key Features Of Light GBM. (1) Light Gradient Boosting. LightGBM is another popular gradient-boosting framework that is known for its excellent performance and efficiency. It is designed to be a faster and more memory-efficient implementation compared to traditional gradient-boosting algorithms like XGBoost. LightGBM introduces several key optimizations to achieve these improvements. (2) Key Features Of Light GBM. Gradient-based One-Side Sampling (GOSS): LightGBM incorporates a technique called Gradient-based One-Side Sampling (GOSS) to reduce the number of data instances used for gradient-based decision-making. GOSS focuses on keeping the instances

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