Man pages for Bilot/AI-jack-opensource-R
Package for Machine Learning project handling

calculate_statsWrapper Function for Calculating Data Statistics.
char0Check if object is character(0).
check_labelCheck label type
check_missingCheck for Missing Data.
clean_upClean up session
clear_model_resultsClearing result tables
cluster_dataprepWrapper Function for preparing data to apply clustering...
collect_resultsCollecting results back to R from local files
create_dfParse data.frame from input parameters
create_modelsWrapper Function for creating models & outputs
create_predictionsGet model predictions.
create_splitCreate data partitioning key
csv_preparationsGenerate execution tables
data_readWrapper Function for Reading Data from Source.
db_preparationsEstablishing ODBC connection
delete_projectDelete a project from given path.
do_transformsWrapper Function for Making Data Transforms.
entropy_recategorizationWrapper Function for calling entropy transformation.
export_clust_outputFunction for saving models results to output.
export_model_outputFunction for writing model outputs
fix_metricFunction for making sure evaluation metric is compatible with...
get_best_paramsReturn best parameters for given models
get_cluster_outputFunction for saving models results to output.
get_levelsFunction for extracting and factor levels
get_model_outputFunction for generating model outputs
handling_trycatchCatch errors, warnings, execution time
init_aijackCreates a project template to given path
insert_db_plumberInsert predictions to DB table
is.character0Check if object is character(0).
is.factor0Check if object is factor(0).
is.integer0Check if object is integer(0).
list_modelsList models
logging_controlHandling excution logs
make_h2o_dataConvert data-splits to H2O frames
make_predictionsWrapper Function for creating model predictions
make_tablesFunction for generating tables for execution, metadata and...
odbc_connectionsEstablishing ODBC connection
open_connectionsWrapper Function for Establishing Data Source Connections.
optimize_clusteringFunction for applying clustering algorithms.
optimize_deeplearning_parametersOptimizing DeepLearning parameters
optimize_drf_parametersOptimizing DRF parameters
optimize_gbm_parametersOptimizing GBM parameters.
optimize_glm_parametersOptimizing GLM parameters.
optimize_h2o_modelWrapper Function for optimizing H2O models
parse_paramsParse input for plumber API
plumber_odbcCreate ODBC connection
plumber_predictGet model predictions through plumber API
prep_resultsGenerate prep-object (summary)
print_messageFunction for printing messages
print_timeFunction for printing execution time
rbind_diffCombining tables of different size
read_csvRead data from CSV files
read_dbRead data from DB
read_variabletypesSet variable types in data
save_dataWrite main data object to file.
score_modelsScoring models
set_typeSet data types
split_dataFunction for Data Splitting
start_h2oStart H2O cluster
stat_correlationCalculate correlation coefficients.
train_autoencoder_modelTraining a anomaly detection model, using autoencoder network
train_automl_modelTrainign H2O models using AutoML
train_deeplearning_modelTraining DeepLearning model, using optimized parameters
train_drf_modelTraining a DRF model, using optimized parameters
train_gbm_modelTraining GBM model, using optimized parameters.
train_glm_modelTraining GLM model, using optimized lambda-value
train_h2o_modelWrapper function for training final models.
train_isoforest_modelTraining a anomaly detection model, using isolationForest
train_xgboost_modelTraining XGBoost model, using optimized parameters
trans_classifyNaNominalise features with NA's
trans_delconstantDelete constant features
trans_delequalDelete equal features
trans_entropyDiscretisize continuous variables by entropy
trans_replaceScandAndSpecialReplace species characters in variables
ts_arimaFunction for training ARIMA time series model
update_h2oUpdate H2O installation
viz_clustersFunction for visualizing clustering result.
viz_silhouetteFunction for visualizing clustering metrics for a given...
viz_tsFunction for visualizing observed data used in time series...
withWarningsCatching up warnings-messages
write_csvWrite data to file
write_dbWrite data to DB
write_execWrite Execution Rows to table
Bilot/AI-jack-opensource-R documentation built on July 28, 2020, 1:15 a.m.