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OpenML (version 1.12)

Open Machine Learning and Open Data Platform

Description

We provide an R interface to 'OpenML.org' which is an online machine learning platform where researchers can access open data, download and upload data sets, share their machine learning tasks and experiments and organize them online to work and collaborate with other researchers. The R interface allows to query for data sets with specific properties, and allows the downloading and uploading of data sets, tasks, flows and runs. See for more information.

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Version

Install

install.packages('OpenML')

Monthly Downloads

434

Version

1.12

License

BSD_3_clause + file LICENSE

Issues

23

Pull Requests

2

Stars

96

Forks

37

Maintainer

Giuseppe Casalicchio

Last Published

October 19th, 2022

Functions in OpenML (1.12)

OMLIOData

OMLIOData.
convertMlrLearnerToOMLFlow

Converts an OMLFlow to an mlr learner.
chunkOMLlist

Do chunked listings
convertMlrTaskToOMLDataSet

Converts a mlr task to an OpenML data set.
downloadOMLObject

Download an OpenML Object.
convertOMLMlrRunToBMR

Convert OMLMlrRuns to a BenchmarkResult.
extractOMLStudyIds

Extract IDs of a OMLStudy object
deleteOMLObject

Delete an OpenML object.
getCachedOMLDataSetStatus

Check status of cached datasets.
getOMLDataSet

Get an OpenML data set.
convertOMLRunToBMR

Convert an OpenML run set to a benchmark result for mlr.
getOMLConfig

Get OpenML configuration.
convertOMLTaskToMlr

Convert an OpenML task to mlr.
doAPICall

Perform an API call to the OpenML server.
getOMLRunParList

Extract OMLRunParList from run
getOMLRun

Get an OpenML run.
listOMLDataSets

List the first 5000 OpenML data sets.
getOMLDataSetQualities

List available OpenML qualities with values for given data set.
listOMLEstimationProcedures

List available estimation procedures.
getOMLFlow

Download an OpenML flow.
getOMLTask

Get an OpenML task.
getOMLSeedParList

Extract OMLSeedParList from run
getOMLStudy

Get OpenML Study information.
listOMLSetup

List hyperparameter settings
listOMLRunEvaluations

List run results of a task.
listOMLEvaluationMeasures

List available OpenML evaluation measures.
listOMLDataSetQualities

List available OpenML qualities names.
listOMLRuns

List the first 5000 OpenML runs.
listOMLTaskTypes

List available OpenML task types.
listOMLFlows

List all registered OpenML flows.
listOMLTasks

List the first 5000 OpenML tasks.
listOMLStudies

list OpenML Studies.
loadOMLConfig

Load OpenML configuration.
populateOMLCache

Download a bunch of OpenML objects to cache.
makeOMLEstimationProcedure

Construct OMLEstimationProcedure.
makeOMLStudy

OMLStudy.
makeOMLSeedParList

Construct OMLSeedParList
makeOMLRunParList

Construct OMLRunParList.
makeOMLTask

Construct OMLTask.
makeOMLRunParameter

Construct OMLRunParameter.
makeOMLRun

Construct OMLRun.
makeOMLFlow

Construct OMLFlow.
makeOMLFlowParameter

Construct OMLFlowParameter.
uploadOMLDataSet

Upload a data set to the OpenML server.
uploadOMLFlow

Upload an OpenML.
setOMLConfig

Settter for configuration settings.
tagOMLObject

Tagging of OpenML objects
runTaskMlr

Run mlr learner on OpenML task.
saveOMLConfig

Saves a list of OpenML configuration settings to file.
uploadOMLTask

Upload a task to the OpenML server.
runTaskFlow

Reproduce the Run
uploadOMLStudy

Upload OpenML Study information.
uploadOMLRun

Upload an OpenML run.
convertOMLDataSetToMlr

Convert an OpenML data set to mlr task.
configuration

OpenML configuration.
convertOMLFlowToMlr

Converts a flow to a mlr learner.
OMLDataSet

OMLDataSet.
clearOMLCache

Clear cache directories
OMLDataSetDescription

Construct OMLDataSetDescription.