tidymodels has long supported parallelizing model fits across CPU cores. A couple of the modeling engines that #rstats#tidymodels supports for gradient boosting—#XGBoost and #LightGBM—have their own tools to parallelize model fits. A new blog post explores whether tidymodels users should use tidymodels' implementation, the engines', or both.