LightGBM, introduced by a Microsoft team in 2017, quickly gained traction, surpassing XGBoost in popularity among Kaggle models by 2018. This algorithm is renowned for its impressive speed, reportedly being 20 times faster than XGBoost, albeit with a conscious trade-off in accuracy. Key features of LightGBM enhance its efficiency, making it a powerful tool in the machine learning toolkit.
