You can now train models using XGBoost version 2.1 by using the XGBOOST_VERSION option.

You can now train models using XGBoost version 2.1 by using the XGBOOST_VERSION option. BigQuery uses the XGBoost 3.1.0 library to load and make predictions on XGBoost models. This feature is generally available.