⚠️There's a newer version (2.18.6) of this package.Take me there.

datarobot (version 2.3.1)

DataRobot Predictive Modeling API

Description

For working with the DataRobot predictive modeling platform's API. See http://www.datarobot.com/ for more information.

Copy Link

Version

Install

install.packages('datarobot')

Monthly Downloads

475

Version

2.3.1

License

MIT + file LICENSE

Maintainer

David Chudzicki

Last Published

August 31st, 2016

Functions in datarobot (2.3.1)

ConnectToDataRobot

Establish a connection to the DataRobot modeling engine

datarobot-package

DataRobot Predictive Modeling API

CreateFeaturelist

Create a new featurelist in a DataRobot project

CreateUserPartition

Create a user-defined S3 object of class partition for the SetTarget function

CreateRandomPartition

Create a random sampling-based S3 object of class partition for the SetTarget function

AutopilotMode

Autopilot modes

CreateDerivedFeatures

Derived Features

CreateStratifiedPartition

Create a stratified sampling-based S3 object of class partition for the SetTarget function

as.data.frame

DataRobot S3 object methods for R's generic as.data.frame function

DeleteJob

Cancel a running job

DeleteModel

Delete a specified DataRobot model

FeatureFromAsyncUrl

Retrieve a feature from the creation URL

GetAllModels

Retrieve all available model information for a DataRobot project

GetFeatureImpactForModel

Retrieve completed Feature Impact results given a model

GetFeatureImpactForJobId

Retrieve completed Feature Impact results given a job ID

CreateGroupPartition

Create a group-based S3 object of class partition for the SetTarget function

DeletePredictJob

Function to delete one predict job from the DataRobot queue

DeleteProject

Delete a specified element from the DataRobot project list

GetFeatureInfo

Details about a feature

GetFeaturelist

Retrieve a specific featurelist from a DataRobot project

GetPredictions

Retrieve model predictions from predictJobId

GetModelObject

Retrieve the details of a specified model

GetModelFromJobId

Retrieve a new or updated model defined by modelJobId

DeletePredictionDataset

Delete a specified prediction dataset

DeleteModelJob

Delete a model job from the modeling queue

ListModelFeatures

Returns the list of features (i.e., variables) on which a specified model is based

GetModelJobs

Retrieve status of Autopilot modeling jobs that are not complete

ListJobs

Retrieve information about (model and predict) jobs

GetRecommendedBlueprints

Retrieve the list of available blueprints for a project

GetValidMetrics

Retrieve the valid fitting metrics for a specified project and target

PredictionDatasetFromAsyncUrl

Retrieve prediction dataset info from the dataset creation URL

plot.listOfModels

Plot method for DataRobot S3 objects of class listOfModels

ProjectFromAsyncUrl

Retrieve a project from the project-creation URL

RequestPredictions

Request predictions for model from newdata

ViewWebProject

Retrieve a DataRobot web page that displays detailed project information

RequestNewModel

Adds a new model of type specified by blueprint to a DataRobot project

ListPredictionDatasets

Retrieve all prediction datasets associated with a project

PauseQueue

Pause the DataRobot modeling queue

RequestFeatureImpact

Request Feature Impact to be computed.

WaitForAutopilot

This function periodically checks whether Autopilot is finished and returns only after it is.

GetProjectStatus

Request Autopilot status for a specified DataRobot project

GetProjectList

Retrieve a list of all DataRobot projects

JobStatus

Job statuses

UpdateProject

Update parameters for an existing project

ListBlueprints

Retrieve the list of available blueprints for a project

UnpauseQueue

Re-start the DataRobot modeling queue

SetTarget

Set the target variable (and by default, start the DataRobot Autopilot)

SetupProject

Function to set up a new DataRobot project

StartNewAutoPilot

Starts autopilot on provided featurelist. Only one autopilot can be running at the time. That's why any ongoing autopilot on different featurelist will be halted - modelling jobs in queue would not be affected but new jobs would not be added to queue by halted autopilot.

summary.dataRobotModel

DataRobot S3 object methods for R's generic summary function

GetPredictJobs

Function to list all prediction jobs in a project

GetProject

Retrieve dtails about a specified DataRobot modeling project

ListFeatureInfo

Details about all features for this project

ListFeaturelists

Retrieve all featurelists associated with a project

RequestPredictionsForDataset

Request predictions against a previously uploaded dataset

RequestSampleSizeUpdate

Refits an existing model to a different fraction of the training dataset

ViewWebModel

Retrieve a DataRobot web page that displays detailed model information

UploadPredictionDataset

Function to upload new data to a DataRobot project for predictions