Package index

Model Generators

Functions that will generate models

create_model_spec()

Generate Model Specification calls to parsnip

fast_classification()

Generate Model Specification calls to parsnip

fast_regression()

Generate Model Specification calls to parsnip

Extractors

Functions that extract parts of a model spec tibble

extract_model_spec()

Extract A Model Specification

extract_regression_residuals()

Extract Residuals from Fast Regression Models

extract_tunable_params()

Extract Tunable Parameters from Model Specifications

extract_wflw()

Extract A Model Workflow

extract_wflw_fit()

Extract A Model Fitted Workflow

extract_wflw_pred()

Extract A Model Workflow Predictions

get_model()

Get a Model

Utility Functions

Utility/Internal Functions and Helpers

check_duplicate_rows()

Check for Duplicate Rows in a Data Frame

core_packages()

Functions to Install all Core Libraries

create_splits()

Utility Create Splits Object

create_workflow_set()

Create a Workflow Set Object

fast_classification_parsnip_spec_tbl()

Utility Classification call to parsnip

fast_regression_parsnip_spec_tbl()

Utility Regression call to parsnip

full_internal_make_wflw()

Full Internal Workflow for Model and Recipe

install_deps()

Functions to Install all Core Libraries

load_deps()

Functions to Install all Core Libraries

match_args()

Match function arguments

quantile_normalize()

Perform quantile normalization on a numeric matrix/data.frame

Plotting

Functions that plot model information

plot_regression_predictions()

Create ggplot2 plot of regression predictions

plot_regression_residuals()

Create ggplot2 plot of regression residuals

Internals

Internal/Helper functions

internal_make_fitted_wflw()

Internals Safely Make a Fitted Workflow from Model Spec tibble

internal_make_spec_tbl()

Internals Make a Model Spec tibble

internal_make_wflw()

Internals Safely Make Workflow from Model Spec tibble

internal_make_wflw_gee_lin_reg()

Internals Safely Make Workflow for GEE Linear Regression

internal_make_wflw_predictions()

Internals Safely Make Predictions on a Fitted Workflow from Model Spec tibble

earth_classification_bag_mars() earth_classification_mars() earth_classification_discrim_flexible() dbarts_classification_bart() mass_classification_discrim_linear() mda_classification_discrim_linear() sda_classification_discrim_linear() sparsediscrim_classification_discrim_linear() mass_classification_discrim_quad() sparsediscrim_classification_discrim_quad() klaR_classification_discrim_regularized() mgcv_classification_gen_additive_mod() brulee_classification_logistic_reg() gee_classification_logistic_reg() glm_classification_logistic_reg() glmer_classification_logistic_reg() glmnet_classification_logistic_reg() liblinear_classification_logistic_reg() brulee_classification_mlp() nnet_classification_mlp() brulee_classification_multinom_reg() glmnet_classification_multinom_reg() nnet_classification_multinom_reg() klar_classification_naive_bayes() kknn_classification_nearest_neighbor() xrf_classification_rule_fit() kernlab_classification_svm_linear() liblinear_classification_svm_linear() kernlab_classification_svm_poly() kernlab_classification_svm_rbf() liquidsvm_classification_svm_rbf()

Internal Model Builders for Classification

lm_regression_linear_reg() brulee_regression_linear_reg() gee_regression_linear_reg() glm_regression_linear_reg() glmer_regression_linear_reg() glmnet_regression_linear_reg() gls_regression_linear_reg() lme_regression_linear_reg() lmer_regression_linear_reg() stan_regression_linear_reg() stan_glmer_regression_linear_reg() cubist_regression_cubist_rules() glm_regression_poisson_reg() gee_regression_poisson_reg() glmer_regression_poisson_reg() glmnet_regression_poisson_reg() hurdle_regression_poisson_reg() stan_regression_poisson_reg() stan_glmer_regression_poisson_reg() zeroinfl_regression_poisson_reg() earth_regression_bag_mars() earth_regression_mars() rpart_regression_bag_tree() rpart_regression_decision_tree() partykit_regression_decision_tree() dbarts_regression_bart() xgboost_regression_boost_tree() lightgbm_regression_boost_tree() mgcv_regression_gen_additive_mod() nnet_regression_mlp() brulee_regression_mlp() kknn_regression_nearest_neighbor() ranger_regression_rand_forest() randomforest_regression_rand_forest() xrf_regression_rule_fit() liblinear_regression_svm_linear() kernlab_regression_svm_linear() kernlab_regression_svm_poly() kernlab_regression_svm_rbf()

Internal Model Builders for Regression

internal_set_args_to_tune()

Internals Make a Tunable Model Specification

make_classification_base_tbl()

Internals Make Base Classification Tibble

make_regression_base_tbl()

Internals Make Base Regression Tibble