Files in tidylearn

A Unified Tidy Interface to R's Machine Learning Ecosystem

NEWS.md README.md R/unsupervised-validation.R R/preprocessing.R R/core.R R/visualization.R R/tuning.R R/unsupervised-pca.R R/unsupervised-dbscan.R R/unsupervised-mds.R R/metrics.R R/supervised-svm.R R/supervised-deep-learning.R R/pipeline.R R/supervised-classification.R R/supervised-xgboost.R R/integration.R R/diagnostics.R R/model-selection.R R/unsupervised-hclust.R R/unsupervised-distance.R R/supervised-neural-networks.R R/interactions.R R/unsupervised-market-basket.R R/supervised-trees.R R/unsupervised-clustering.R R/supervised-regularization.R R/utils.R R/workflows.R R/supervised-regression.R inst/doc/unsupervised-learning.R inst/doc/integration-workflows.Rmd inst/doc/getting-started.R inst/doc/integration-workflows.R inst/doc/automl.Rmd inst/doc/automl.R inst/doc/unsupervised-learning.Rmd inst/doc/supervised-learning.Rmd inst/doc/supervised-learning.R inst/doc/getting-started.Rmd inst/examples/unified_workflow.R tests/testthat.R tests/testthat/test-workflows.R tests/testthat/test-unsupervised.R tests/testthat/test-preprocessing.R tests/testthat/test-integration.R tests/testthat/test-supervised.R tests/testthat/test-core.R vignettes/integration-workflows.Rmd vignettes/automl.Rmd vignettes/unsupervised-learning.Rmd vignettes/supervised-learning.Rmd vignettes/getting-started.Rmd man/tl_plot_residuals.Rd man/tidy_dendrogram.Rd man/tl_predict_tree.Rd man/tl_plot_xgboost_tree.Rd man/plot_knn_dist.Rd man/tidylearn-tuning.Rd man/summarize_rules.Rd man/tl_add_cluster_features.Rd man/tl_cv.Rd man/tl_plot_cv_results.Rd man/tl_test_model_difference.Rd man/tl_plot_intervals.Rd man/tl_plot_interaction.Rd man/plot_distance_heatmap.Rd man/print.tidy_kmeans.Rd man/tl_default_param_grid.Rd man/tidylearn-pipeline.Rd man/plot_elbow.Rd man/tl_plot_importance_comparison.Rd man/augment_pca.Rd man/tl_plot_model_comparison.Rd man/tl_fit_linear.Rd man/tidylearn-neural-networks.Rd man/tidy_mds_kruskal.Rd man/print.tidy_dbscan.Rd man/tl_plot_svm_boundary.Rd man/tl_fit_elastic_net.Rd man/filter_rules_by_item.Rd man/plot_mds.Rd man/get_pca_variance.Rd man/tidy_pam.Rd man/tl_plot_importance.Rd man/tl_compare_cv.Rd man/tl_predict_svm.Rd man/tidy_apriori.Rd man/tl_prepare_data.Rd man/tl_predict_pipeline.Rd man/tl_predict_deep.Rd man/tl_predict_linear.Rd man/explore_dbscan_params.Rd man/tidylearn-regression.Rd man/optimal_clusters.Rd man/optimal_hclust_k.Rd man/tl_predict_xgboost.Rd man/tl_anomaly_aware.Rd man/tl_predict_ridge.Rd man/tl_calc_classification_metrics.Rd man/augment_pam.Rd man/tl_fit_polynomial.Rd man/tl_transfer_learning.Rd man/tidylearn-visualization.Rd man/tl_plot_deep_history.Rd man/create_cluster_dashboard.Rd man/tl_fit_ridge.Rd man/tl_fit_lasso.Rd man/tidy_clara.Rd man/tl_fit_forest.Rd man/print.tidy_gap.Rd man/tl_auto_interactions.Rd man/tidylearn-metrics.Rd man/tl_fit_boost.Rd man/tl_reduce_dimensions.Rd man/tl_evaluate.Rd man/tl_check_assumptions.Rd man/tl_plot_xgboost_shap_summary.Rd man/tl_semisupervised.Rd man/tl_fit_nn.Rd man/tl_detect_outliers.Rd man/compare_clusterings.Rd man/tl_interaction_effects.Rd man/tidy_silhouette.Rd man/tl_version.Rd man/standardize_data.Rd man/tl_tune_random.Rd man/summary.tidylearn_model.Rd man/plot_clusters.Rd man/tl_run_pipeline.Rd man/tl_plot_importance_regularized.Rd man/suggest_eps.Rd man/inspect_rules.Rd man/tl_plot_roc.Rd man/tl_fit_logistic.Rd man/augment_hclust.Rd man/tl_plot_actual_predicted.Rd man/summary.tidylearn_pipeline.Rd man/tl_extract_importance.Rd man/print.tidy_silhouette.Rd man/tl_dashboard.Rd man/plot.tidylearn_model.Rd man/tidy_silhouette_analysis.Rd man/tl_predict_elastic_net.Rd man/tl_plot_precision_recall.Rd man/augment_kmeans.Rd man/tl_get_best_model.Rd man/tidy_dist.Rd man/tidy_mds.Rd man/tidy_kmeans.Rd man/tl_compare_pipeline_models.Rd man/tl_tune_grid.Rd man/tidylearn-xgboost.Rd man/tl_xgboost_shap.Rd man/tl_predict_polynomial.Rd man/tl_fit_svm.Rd man/tl_plot_confusion.Rd man/tl_pipeline.Rd man/tl_step_selection.Rd man/tl_fit_regularized.Rd man/print.tidy_apriori.Rd man/calc_validation_metrics.Rd man/tidylearn-model-selection.Rd man/tl_tune_xgboost.Rd man/tl_plot_gain.Rd man/tl_influence_measures.Rd man/tl_plot_tuning_results.Rd man/calc_wss.Rd man/print.tidy_pam.Rd man/tl_test_interactions.Rd man/plot_cluster_sizes.Rd man/tl_predict_regularized.Rd man/print.tidylearn_model.Rd man/tl_predict_nn.Rd man/tl_plot_lift.Rd man/print.tidylearn_eda.Rd man/tl_diagnostic_dashboard.Rd man/print.tidylearn_pipeline.Rd man/print.tidy_hclust.Rd man/tl_plot_regularization_cv.Rd man/recommend_products.Rd man/predict.tidylearn_model.Rd man/tl_predict_logistic.Rd man/find_related_items.Rd man/tidylearn-trees.Rd man/tl_plot_regularization_path.Rd man/tl_tune_nn.Rd man/tidy_knn_dist.Rd man/tidy_cutree.Rd man/pipe.Rd man/tidylearn-regularization.Rd man/print.tidylearn_automl.Rd man/tidy_mds_classical.Rd man/tl_plot_influence.Rd man/tidylearn-svm.Rd man/tidylearn-deep-learning.Rd man/tl_fit_deep.Rd man/plot_dendrogram.Rd man/tl_plot_nn_tuning.Rd man/tl_auto_ml.Rd man/tidy_pca_screeplot.Rd man/tl_plot_tree.Rd man/tl_model.Rd man/plot_gap_stat.Rd man/tidy_hclust.Rd man/tl_plot_partial_dependence.Rd man/tidy_dbscan.Rd man/tl_plot_deep_architecture.Rd man/plot_cluster_comparison.Rd man/tidylearn-classification.Rd man/tl_predict_lasso.Rd man/tl_plot_diagnostics.Rd man/plot_variance_explained.Rd man/visualize_rules.Rd man/tl_plot_xgboost_importance.Rd man/plot_silhouette.Rd man/get_pca_loadings.Rd man/tl_fit_tree.Rd man/tidylearn-diagnostics.Rd man/tl_stratified_models.Rd man/tl_predict_forest.Rd man/tl_load_pipeline.Rd man/tl_explore.Rd man/tidylearn-core.Rd man/tidylearn-interactions.Rd man/tl_plot_nn_architecture.Rd man/tl_evaluate_thresholds.Rd man/print.tidy_pca.Rd man/tidy_rules.Rd man/tl_plot_svm_tuning.Rd man/tl_plot_cv_comparison.Rd man/tidy_gap_stat.Rd man/tl_fit_xgboost.Rd man/tidy_pca.Rd man/tidy_mds_sammon.Rd man/tidy_mds_smacof.Rd man/plot.tidylearn_eda.Rd man/tl_tune_deep.Rd man/tl_calculate_pr_auc.Rd man/tl_plot_calibration.Rd man/predict.tidylearn_stratified.Rd man/tidy_pca_biplot.Rd man/predict.tidylearn_transfer.Rd man/augment_dbscan.Rd man/tl_predict_boost.Rd man/tl_save_pipeline.Rd man/print.tidy_mds.Rd man/tidy_gower.Rd man/tl_split.Rd man/tl_extract_importance_regularized.Rd man/tl_plot_xgboost_shap_dependence.Rd man/compare_distances.Rd