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OpenML (version 1.10)

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

492

Version

1.10

License

BSD_3_clause + file LICENSE

Issues

23

Pull Requests

2

Stars

99

Forks

37

Maintainer

Giuseppe Casalicchio

Last Published

September 21st, 2019

Functions in OpenML (1.10)

makeOMLStudy

OMLStudy.
extractOMLStudyIds

Extract IDs of a OMLStudy object
convertOMLTaskToMlr

Convert an OpenML task to mlr.
listOMLDataSets

List the first 5000 OpenML data sets.
listOMLEvaluationMeasures

List available OpenML evaluation measures.
makeOMLTask

Construct OMLTask.
getCachedOMLDataSetStatus

Check status of cached datasets.
setOMLConfig

Settter for configuration settings.
listOMLEstimationProcedures

List available estimation procedures.
listOMLFlows

List all registered OpenML flows.
deleteOMLObject

Delete an OpenML object.
getOMLSeedParList

Extract OMLSeedParList from run
getOMLDataSet

Get an OpenML data set.
getOMLStudy

Get OpenML Study information.
getOMLConfig

Get OpenML configuration.
makeOMLEstimationProcedure

Construct OMLEstimationProcedure.
loadOMLConfig

Load OpenML configuration.
OMLDataSetDescription

Construct OMLDataSetDescription.
convertOMLMlrRunToBMR

Convert OMLMlrRuns to a BenchmarkResult.
tagOMLObject

Tagging of OpenML objects
listOMLTaskTypes

List available OpenML task types.
uploadOMLStudy

Upload OpenML Study information.
makeOMLRun

Construct OMLRun.
makeOMLRunParList

Construct OMLRunParList.
uploadOMLRun

Upload an OpenML run.
populateOMLCache

Download a bunch of OpenML objects to cache.
listOMLDataSetQualities

List available OpenML qualities names.
getOMLTask

Get an OpenML task.
doAPICall

Perform an API call to the OpenML server.
listOMLRunEvaluations

List run results of a task.
listOMLRuns

List the first 5000 OpenML runs.
convertOMLRunToBMR

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

Upload a task to the OpenML server.
getOMLFlow

Download an OpenML flow.
getOMLDataSetQualities

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

Construct OMLFlowParameter.
makeOMLFlow

Construct OMLFlow.
makeOMLRunParameter

Construct OMLRunParameter.
listOMLTasks

List the first 5000 OpenML tasks.
makeOMLSeedParList

Construct OMLSeedParList
runTaskMlr

Run mlr learner on OpenML task.
runTaskFlow

Reproduce the Run
uploadOMLDataSet

Upload a data set to the OpenML server.
listOMLSetup

List hyperparameter settings
downloadOMLObject

Download an OpenML Object.
getOMLRunParList

Extract OMLRunParList from run
getOMLRun

Get an OpenML run.
saveOMLConfig

Saves a list of OpenML configuration settings to file.
listOMLStudies

list OpenML Studies.
uploadOMLFlow

Upload an OpenML.
convertMlrTaskToOMLDataSet

Converts a mlr task to an OpenML data set.
convertMlrLearnerToOMLFlow

Converts an OMLFlow to an mlr learner.
OMLDataSet

OMLDataSet.
OMLIOData

OMLIOData.
chunkOMLlist

Do chunked listings
clearOMLCache

Clear cache directories
configuration

OpenML configuration.
convertOMLDataSetToMlr

Convert an OpenML data set to mlr task.
convertOMLFlowToMlr

Converts a flow to a mlr learner.