Man pages for prescient/modelpipe
Fast and opinionated model development pipelines.
| color_pal | Returns EY color hex values for use in plotting |
| deviance | Calculates residual deviance for poisson regression. 0 y... |
| eliminate_features | Performs backwards variable selection using random forest... |
| generate_deviance_metrics | Generates bootstrap replicates of y and y_hat and calculates... |
| generate_reg_metrics | Generates bootstrap replicates of y and y_hat and calculates... |
| generate_xgb_folds | Generates a set of cross validation folds used in the... |
| generate_xgb_params | Generates a random set of hyperparamters used in the xgb_reg,... |
| plot_all_metrics | Plot test data bootstrapped rmse, rsquare, mae, and spearman... |
| plot_cor_boot | Plot bootstrapped spearman rank correlation metrics |
| plot_hyperparam_tune | Plot hyperparameter tuning results |
| plot_mae_boot | Plot bootstrapped mae |
| plot_predicted_actual | Plot test data predicted versus actual scatter plot |
| plot_rmse_boot | Plot bootstrapped rmse |
| plot_rsq_boot | Plot bootstrapped Rsquare |
| prep_bin | Preps binary targets using vtreat using cross frames and and... |
| prep_numeric | Preps numeric targets using vtreat using cross frames and and... |
| split_data | splits train and test frames |
| xgb_bin | Automatically models categorical targets with random search... |
| xgb_pois | Automatically models poisson targets with random search... |
| xgb_reg | Automatically models numeric targets (squared error function)... |
