Your question is Choosing Between XGBoost LightGBM CatBoost. Take a moment with it on the right.
Talk me through your thinking if you like. When you're confident, submit your answer and I'll grade it like a real screen (7/10 or better passes).
Explain the key differences between XGBoost, LightGBM, and CatBoost, and when you would choose one over the others for a high-dimensional tabular dataset.