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cuml (version 0.2.1)

R Interface for the RAPIDS cuML Suite of Libraries

Description

R interface for RAPIDS cuML (), a suite of GPU-accelerated machine learning libraries powered by CUDA ().

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Version

Install

install.packages('cuml')

Monthly Downloads

6

Version

0.2.1

License

Apache License (>= 2.0)

Maintainer

Yitao Li

Last Published

September 20th, 2021

Functions in cuml (0.2.1)

cuml_predict

Make predictions on new data points.
cuml_pca

Perform principal component analysis.
cuml_tsvd

Truncated SVD.
predict.cuml_fil

Make predictions on new data points.
cuml_tsne

t-distributed Stochastic Neighbor Embedding.
cuml_knn_algo_ivfsq

Build a specification for the "ivfsq" KNN query algorithm.
has_libcuml

Determine whether cuml was linked to a valid version of the RAPIDS cuML shared library.
cuml_unserialize

Unserialize a CuML model state
cuml_umap

Uniform Manifold Approximation and Projection (UMAP) for dimension reduction.
cuml_rand_forest

Train a random forest model.
cuml_svm

Train a SVM model.
cuml_knn

Build a KNN model.
cuml_serialize

Serialize a CuML model
cuml_rand_proj

Random projection for dimensionality reduction.
predict.cuml_svm

Make predictions on new data points.
cuml_knn_algo_ivfpq

Build a specification for the "ivfpq" KNN query algorithm.
cuml_knn_algo_ivfflat

Build a specification for the "ivfflat" KNN query algorithm.
predict.cuml_rand_forest

Make predictions on new data points.
cuml_transform

Transform data using a trained cuML model.
predict.cuml_knn

Make predictions on new data points.
cuml_dbscan

Run the DBSCAN clustering algorithm.
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_fil_enabled

Determine whether Forest Inference Library (FIL) functionalities are enabled in the current installation of cuml.
cuml

cuml
cuml_can_predict_class_probabilities

Determine whether a CuML model can predict class probabilities.
cuml_kmeans

Run the K means clustering algorithm.
cuml_agglomerative_clustering

Perform Single-Linkage Agglomerative Clustering.