LightGBM

In lightGBM, light stands for lighter
In contrast to XGBoost, its
- lighter
- more accurate
It splits the tree leaf wise whereas others do level wise
Lower memory usage
Better fit for larger dataset than XGBoost or Adaboost
Parallel learning supported