datarobot: DataRobot Predictive Modeling API
> library(datarobot)
Did not connect to DataRobot on package startup. Use `ConnectToDataRobot`.
To connect by default on startup, you can put a config file at: /Users/uri/.config/datarobot/drconfig.yaml
バージョン: 2.2.32
関数名 | 概略 |
---|---|
AutopilotMode |
Autopilot modes |
ConnectToDataRobot |
Establish a connection to the DataRobot modeling engine |
CreateFeaturelist |
Create a new featurelist in a DataRobot project |
CreateGroupPartition |
Create a group-based S3 object of class partition for the SetTarget function |
`CreateRandomPartition Create a random sampling-based S3 object of class partition for the SetTarget function | |
CreateStratifiedPartition |
Create a stratified sampling-based S3 object of class partition for the SetTarget function |
`CreateUserPartition Create a user-defined S3 object of class partition for the SetTarget function | |
DeleteJob |
Cancel a running job |
DeleteModel |
Delete a specified DataRobot model |
DeleteModelJob |
Delete a model job from the modeling queue |
DeletePendingJob |
Delete a model job from the modeling queue |
DeletePredictJob |
Function to delete one predict job from the DataRobot queue |
DeleteProject |
Delete a specified element from the DataRobot project list |
GetAllModels |
Retrieve all available model information for a DataRobot project |
GetFeatureInfo |
Details about a feature |
GetFeaturelist |
Retrieve a specific featurelist from a DataRobot project |
GetFeatures |
Deprecated (use ListModelFeatures instead) |
GetModelFromJobId |
Retrieve a new or updated model defined by modelJobId |
GetModelJobs |
Retrieve status of Autopilot modeling jobs that are not complete |
GetModelObject |
Retrieve the details of a specified model |
GetPendingJobs |
Retrieve status of Autopilot modeling jobs that are not complete |
GetPredictJobs |
Function to list all prediction jobs in a project |
GetPredictions |
Retrieve model predictions from predictJobId |
GetProject |
Retrieve dtails about a specified DataRobot modeling project |
GetProjectList |
Retrieve a list of all DataRobot projects |
GetProjectStatus |
Request Autopilot status for a specified DataRobot project |
GetRecommendedBlueprints |
Retrieve the list of recommended blueprints for a project |
`GetValidMetrics Retrieve the valid fitting metrics for a specified project and target | |
JobStatus |
Job statuses |
ListFeatureInfo |
Details about all features for this project |
ListFeaturelists |
Retrieve all featurelists associated with a project |
ListJobs |
Retrieve information about (model and predict) jobs |
ListModelFeatures |
Returns the list of features (i.e., variables) on which a specified model is based |
PauseQueue |
Pause the DataRobot modeling queue |
RequestNewModel |
Adds a new model of type specified by blueprint to a DataRobot project |
RequestPredictions |
Request predictions for model from newdata |
RequestSampleSizeUpdate |
Refits an existing model to a different fraction of the training dataset |
SetTarget |
Set the target variable (and by default, start the DataRobot Autopilot) |
SetupProject |
Function to set up a new DataRobot project |
StartAutopilot |
(deprecated: Use SetTarget instead) |
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. |
UnpauseQueue |
Re-start the DataRobot modeling queue |
UpdateProject |
Update parameters for an existing project |
ViewWebModel |
Retrieve a DataRobot web page that displays detailed model information |
ViewWebProject |
Retrieve a DataRobot web page that displays detailed project information |
WaitForAutopilot |
This function periodically checks whether Autopilot is finished and returns only after it is. |
as.data.frame.listOfBlueprints |
DataRobot S3 object methods for R's generic as.data.frame function |
datarobot-package |
DataRobot Predictive Modeling API |
plot.listOfModels |
Plot method for DataRobot S3 objects of class listOfModels |
summary.dataRobotModel |
DataRobot S3 object methods for R's generic summary function |