R Interface for the RAPIDS cuML Suite of Libraries


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Documentation for package ‘cuml’ version 0.2.1

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cuml cuml
cuml_agglomerative_clustering Perform Single-Linkage Agglomerative Clustering.
cuml_can_predict_class_probabilities Determine whether a CuML model can predict class probabilities.
cuml_dbscan Run the DBSCAN clustering algorithm.
cuml_fil_enabled Determine whether Forest Inference Library (FIL) functionalities are enabled in the current installation of cuml.
cuml_fil_load_model Load a XGBoost or LightGBM model file.
cuml_inverse_transform Apply the inverse transformation defined by a trained cuML model.
cuml_is_classifier Determine whether a CuML model is a classifier.
cuml_kmeans Run the K means clustering algorithm.
cuml_knn Build a KNN model.
cuml_knn.data.frame Build a KNN model.
cuml_knn.default Build a KNN model.
cuml_knn.formula Build a KNN model.
cuml_knn.matrix Build a KNN model.
cuml_knn.recipe Build a KNN model.
cuml_knn_algo_ivfflat Build a specification for the "ivfflat" KNN query algorithm.
cuml_knn_algo_ivfpq Build a specification for the "ivfpq" KNN query algorithm.
cuml_knn_algo_ivfsq Build a specification for the "ivfsq" KNN query algorithm.
cuml_pca Perform principal component analysis.
cuml_predict Make predictions on new data points.
cuml_rand_forest Train a random forest model.
cuml_rand_forest.data.frame Train a random forest model.
cuml_rand_forest.default Train a random forest model.
cuml_rand_forest.formula Train a random forest model.
cuml_rand_forest.matrix Train a random forest model.
cuml_rand_forest.recipe Train a random forest model.
cuml_rand_proj Random projection for dimensionality reduction.
cuml_serialise Serialize a CuML model
cuml_serialize Serialize a CuML model
cuml_svm Train a SVM model.
cuml_svm.data.frame Train a SVM model.
cuml_svm.default Train a SVM model.
cuml_svm.formula Train a SVM model.
cuml_svm.matrix Train a SVM model.
cuml_svm.recipe Train a SVM model.
cuml_transform Transform data using a trained cuML model.
cuml_tsne t-distributed Stochastic Neighbor Embedding.
cuml_tsvd Truncated SVD.
cuml_umap Uniform Manifold Approximation and Projection (UMAP) for dimension reduction.
cuml_unserialise Unserialize a CuML model state
cuml_unserialize Unserialize a CuML model state
has_libcuml Determine whether cuml was linked to a valid version of the RAPIDS cuML shared library.
predict.cuml_fil Make predictions on new data points.
predict.cuml_knn Make predictions on new data points.
predict.cuml_rand_forest Make predictions on new data points.
predict.cuml_svm Make predictions on new data points.