This paper introduces a data-driven approach employing the Light Gradient Boosting Machine (LightGBM) algorithm as a controller for robotic manipulators. By harnessing data-driven techniques and machine learning. the method captures the intricate dynamics. uncertainties. https://danddcollectiblers.shop/product-category/trinket/