Files in mikropml
User-Friendly R Package for Supervised Machine Learning Pipelines

MD5
NEWS.md README.md
NAMESPACE
DESCRIPTION
LICENSE
R/corr_feats.R R/train.R R/partition.R R/hyperparameters.R R/data.R R/cross_val.R R/reexports.R R/feature_importance.R R/checks.R R/performance.R R/plot.R R/compare_models.R R/mikropml.R R/preprocess.R R/run_ml.R R/utils.R
inst/CITATION
inst/doc/paper.html
inst/doc/paper.Rmd inst/doc/paper.R
inst/doc/introduction.html
inst/doc/introduction.R inst/doc/introduction.Rmd
build/vignette.rds
build/partial.rdb
tests/testthat.R tests/testthat/test-plot.R tests/testthat/test-utils.R tests/testthat/test-cross_val.R tests/testthat/test-run_ml.R tests/testthat/test-compare_models.R tests/testthat/test-hyperparameters.R tests/testthat/test-preprocess.R tests/testthat/test-feature_importance.R tests/testthat/test-corr_feats.R tests/testthat/test-performance.R tests/testthat/test-checks.R tests/testthat/test-partition.R tests/testthat/test-train.R
tests/testthat/fixtures/sensspec_prc.Rds
tests/testthat/fixtures/sensspec_roc.Rds
tests/testthat/fixtures/sensspec_dat.Rds
tests/testthat/fixtures/predict.R
tests/testthat/fixtures/otu_mini_bin_results_glmnet_sensspec.Rds
tests/testthat/fixtures/train-multi.R
vignettes/mikropml-logo.png
vignettes/mikRopML-pipeline.png
vignettes/review-responses.md vignettes/paper.Rmd vignettes/mikRopML-pipeline.pdf
vignettes/mikRopML-pipeline.pptx
vignettes/paper.bib
vignettes/introduction.Rmd
data/otu_mini_bin_results_rpart2.rda
data/otu_mini_cont_results_glmnet.rda
data/otu_mini_bin.rda
data/otu_mini_multi_group.rda
data/otu_small.rda
data/otu_mini_multi_results_glmnet.rda
data/otu_mini_cv.rda
data/otu_mini_cont_results_nocv.rda
data/otu_mini_bin_results_rf.rda
data/otu_mini_bin_results_svmRadial.rda
data/otu_data_preproc.rda
data/otu_mini_multi.rda
data/otu_mini_bin_results_xgbTree.rda
data/otu_mini_bin_results_glmnet.rda
man/run_ml.Rd man/find_permuted_perf_metric.Rd man/select_apply.Rd man/flatten_corr_mat.Rd man/check_all.Rd man/plot_hp_performance.Rd man/mutate_all_types.Rd man/get_perf_metric_name.Rd man/process_cat_feats.Rd man/group_correlated_features.Rd man/check_corr_thresh.Rd man/get_binary_corr_mat.Rd man/create_grouped_data_partition.Rd man/keep_groups_in_cv_partitions.Rd man/otu_mini_bin_results_xgbTree.Rd man/reexports.Rd man/otu_mini_cont_results_glmnet.Rd man/combine_hp_performance.Rd man/otu_mini_bin_results_glmnet.Rd man/calc_mean_perf.Rd man/get_hyperparams_list.Rd man/check_method.Rd man/calc_pvalue.Rd man/otu_mini_bin_results_rf.Rd man/permute_p_value.Rd man/calc_perf_bootstrap_split.Rd man/rm_missing_outcome.Rd man/process_novar_feats.Rd man/collapse_correlated_features.Rd man/check_packages_installed.Rd man/compare_models.Rd man/split_outcome_features.Rd man/get_caret_processed_df.Rd man/set_hparams_rf.Rd man/set_hparams_rpart2.Rd man/otu_mini_bin.Rd man/check_cat_feats.Rd man/get_caret_dummyvars_df.Rd man/get_groups_from_clusters.Rd man/check_features.Rd man/set_hparams_svmRadial.Rd man/otu_mini_multi_results_glmnet.Rd man/replace_spaces.Rd man/shuffle_group.Rd man/get_feature_importance.Rd man/cluster_corr_mat.Rd man/otu_mini_bin_results_svmRadial.Rd man/otu_mini_multi_group.Rd man/plot_curves.Rd man/is_whole_number.Rd man/get_perf_metric_fn.Rd man/get_hp_performance.Rd man/get_difference.Rd man/bootstrap_performance.Rd man/get_hyperparams_from_df.Rd man/mikropml-package.Rd man/check_kfold.Rd man/shared_ggprotos.Rd man/otu_small.Rd man/check_group_partitions.Rd man/calc_baseline_precision.Rd man/otu_mini_cv.Rd man/plot_model_performance.Rd man/check_training_indices.Rd man/set_hparams_xgbTree.Rd man/get_performance_tbl.Rd man/create_grouped_k_multifolds.Rd man/remove_singleton_columns.Rd man/process_cont_feats.Rd man/otu_data_preproc.Rd man/check_training_frac.Rd man/sensspec.Rd man/change_to_num.Rd man/otu_mini_bin_results_rpart2.Rd man/get_tuning_grid.Rd man/bounds.Rd man/radix_sort.Rd man/tidy_perf_data.Rd man/randomize_feature_order.Rd man/check_perf_metric_function.Rd man/get_outcome_type.Rd man/otu_mini_cont_results_nocv.Rd man/set_hparams_glmnet.Rd man/check_outcome_column.Rd man/preprocess_data.Rd man/check_seed.Rd man/check_dataset.Rd man/get_seeds_trainControl.Rd man/get_partition_indices.Rd man/define_cv.Rd man/otu_mini_multi.Rd man/check_permute.Rd man/train_model.Rd man/check_groups.Rd man/check_ntree.Rd man/calc_perf_metrics.Rd man/calc_balanced_precision.Rd man/abort_packages_not_installed.Rd man/check_perf_metric_name.Rd man/check_remove_var.Rd man/check_outcome_value.Rd man/get_corr_feats.Rd man/pbtick.Rd
man/figures/logo.png
mikropml documentation built on Aug. 21, 2023, 5:10 p.m.