Should you still use XGBoost if you buy 4060 Ti 16GB? Yes, 100% yes. For option chain prediction, XGBoost/LightGBM beats GPU models for speed and accuracy. Use your new 4060 Ti ONLY for video AI, not for option chain. Run option chain on CPU - saves GPU for video.