OpenML: Exploring Machine Learning Better, Together

'OpenML.org' is an online machine learning platform where researchers can automatically share data, machine learning tasks and experiments and organize them online to work and collaborate more effectively. We provide a R interface to the OpenML REST API in order to download and upload data sets, tasks, flows and runs, see <http://www.openml.org/guide> for more information.

Author
Giuseppe Casalicchio <giuseppe.casalicchio@stat.uni-muenchen.de>, Bernd Bischl <bernd_bischl@gmx.net>, Dominik Kirchhoff <dom.kirchhoff@gmail.com>, Michel Lang <michellang@gmail.com>, Benjamin Hofner <benjamin.hofner@fau.de>, Jakob Bossek <j.bossek@gmail.com>, Pascal Kerschke <kerschke@uni-muenster.de>, Joaquin Vanschoren <joaquin.vanschoren@gmail.com>
Date of publication
2016-11-23 12:06:34
Maintainer
Giuseppe Casalicchio <giuseppe.casalicchio@stat.uni-muenchen.de>
License
BSD_2_clause + file LICENSE
Version
1.1
URLs

View on CRAN

Man pages

clearOMLCache
Clear cache directories
configuration
OpenML configuration.
convertMlrLearnerToOMLFlow
Converts an OMLFlow to an mlr learner.
convertMlrTaskToOMLDataSet
Converts a mlr task to an OpenML data set.
convertOMLDataSetToMlr
Convert an OpenML data set to mlr task.
convertOMLFlowToMlr
Converts a flow to a mlr learner.
convertOMLMlrRunToBMR
Convert 'OMLMlrRun's to a 'BenchmarkResult'.
convertOMLRunToBMR
Convert an OpenML run set to a benchmark result for mlr.
convertOMLTaskToMlr
Convert an OpenML task to mlr.
deleteOMLObject
Delete an OpenML object.
doAPICall
Perform an API call to the OpenML server.
downloadOMLObject
Download an OpenML Object.
getCachedOMLDataSetStatus
Check status of cached datasets.
getOMLConfig
Get OpenML configuration.
getOMLDataSet
Get an OpenML data set.
getOMLDataSetQualities
List available OpenML qualities with values for given data...
getOMLFlow
Download an OpenML flow.
getOMLRun
Get an OpenML run.
getOMLRunParList
Extract OMLRunParList from run
getOMLSeedParList
Extract OMLSeedParList from run
getOMLTask
Get an OpenML task.
listOMLDataSetQualities
List available OpenML qualities names.
listOMLDataSets
List available OpenML data sets.
listOMLEstimationProcedures
List available estimation procedures.
listOMLEvaluationMeasures
List available OpenML evaluation measures.
listOMLFlows
List all registered OpenML flows.
listOMLRunEvaluations
List run results of a task.
listOMLRuns
List OpenML runs.
listOMLTasks
List available OpenML tasks.
listOMLTaskTypes
List available OpenML task types.
loadOMLConfig
Load OpenML configuration.
makeOMLEstimationProcedure
Construct OMLEstimationProcedure.
makeOMLFlow
Construct OMLFlow.
makeOMLFlowParameter
Construct OMLFlowParameter.
makeOMLRun
Construct OMLRun.
makeOMLRunParameter
Construct OMLRunParameter.
makeOMLRunParList
Construct OMLRunParList.
makeOMLSeedParList
Construct OMLSeedParList
makeOMLTask
Construct OMLTask.
OMLDataSet
OMLDataSet.
OMLDataSetDescription
Construct OMLDataSetDescription.
OMLIOData
OMLIOData.
populateOMLCache
Download a bunch of OpenML objects to cache.
runTaskFlow
Reproduce the Run
runTaskMlr
Run mlr learner on OpenML task.
saveOMLConfig
Saves a list of OpenML configuration settings to file.
setOMLConfig
Settter for configuration settings.
tagging
Tagging of OpenML objects
uploadOMLDataSet
Upload a data set to the OpenML server.
uploadOMLFlow
Upload an OpenML.
uploadOMLRun
Upload an OpenML run.

Files in this package

OpenML
OpenML/inst
OpenML/inst/examples
OpenML/inst/examples/listOMLFlows.R
OpenML/inst/examples/listOMLDataSetQualities.R
OpenML/inst/examples/getCachedOMLDataSetStatus.R
OpenML/inst/examples/listOMLEstimationProcedures.R
OpenML/inst/examples/getOMLConfig.R
OpenML/inst/examples/listOMLDataSets.R
OpenML/inst/examples/convertOMLDataSetToMlr.R
OpenML/inst/examples/listOMLTasks.R
OpenML/inst/examples/listOMLRuns.R
OpenML/inst/examples/loadOMLConfig.R
OpenML/inst/examples/getOMLDataSet.R
OpenML/inst/examples/listOMLEvaluationMeasures.R
OpenML/inst/examples/getOMLFlow.R
OpenML/inst/examples/runTaskMlr.R
OpenML/inst/examples/getOMLDataSetQualities.R
OpenML/inst/examples/makeOMLDataSet.R
OpenML/inst/examples/listOMLRunEvaluations.R
OpenML/inst/examples/listOMLTaskTypes.R
OpenML/inst/examples/clearOMLCache.R
OpenML/inst/examples/getOMLRun.R
OpenML/inst/examples/getOMLTask.R
OpenML/inst/examples/convertOMLTaskToMlr.R
OpenML/inst/doc
OpenML/inst/doc/OpenML.pdf.asis
OpenML/inst/doc/OpenML.pdf
OpenML/NAMESPACE
OpenML/NEWS
OpenML/R
OpenML/R/writeOMLDataSetXML.R
OpenML/R/convertOMLSplitsToMlr.R
OpenML/R/listOMLFlows.R
OpenML/R/listOMLDataSetQualities.R
OpenML/R/convertOMLFlowToMlr.R
OpenML/R/getCachedOMLDataSetStatus.R
OpenML/R/helpers.R
OpenML/R/OMLEstimationProcedure_Class.R
OpenML/R/listOMLEstimationProcedures.R
OpenML/R/reformatPredictions.R
OpenML/R/OMLRunParList_Class.R
OpenML/R/getOMLConfig.R
OpenML/R/uploadOMLDataSet.R
OpenML/R/listOMLDataSets.R
OpenML/R/convertMlrTaskToOMLDataSet.R
OpenML/R/uploadOMLRun.R
OpenML/R/convertOMLDataSetToMlr.R
OpenML/R/OMLFlow_Class.R
OpenML/R/listOMLTasks.R
OpenML/R/listOMLRuns.R
OpenML/R/loadOMLConfig.R
OpenML/R/convertOMLMlrRunToBMR.R
OpenML/R/getOMLDataSet.R
OpenML/R/helper_misc.R
OpenML/R/listOMLEvaluationMeasures.R
OpenML/R/runTaskFlow.R
OpenML/R/writeOMLFlowXML.R
OpenML/R/xml_helpers.R
OpenML/R/getOMLFlow.R
OpenML/R/convertMlrLearnerToOMLFlow.R
OpenML/R/runTaskMlr.R
OpenML/R/cache.R
OpenML/R/convertOMLRunToBMR.R
OpenML/R/getOMLDataSetQualities.R
OpenML/R/setOMLConfig.R
OpenML/R/tagOMLObject.R
OpenML/R/download.R
OpenML/R/convertOMLMeasuresToMlr.R
OpenML/R/config.R
OpenML/R/config_helpers.R
OpenML/R/writeOMLRunXML.R
OpenML/R/listOMLRunEvaluations.R
OpenML/R/saveOMLConfig.R
OpenML/R/OMLDataSetDescription_Class.R
OpenML/R/populateOMLCache.R
OpenML/R/OMLSeedParList_Class.R
OpenML/R/listOMLTaskTypes.R
OpenML/R/OMLRunParameter_Class.R
OpenML/R/deleteOMLObject.R
OpenML/R/uploadOMLFlow.R
OpenML/R/downloadOMLObject.R
OpenML/R/OMLIOData_Class.R
OpenML/R/OMLTask_Class.R
OpenML/R/getOMLRun.R
OpenML/R/OMLRun_Class.R
OpenML/R/getOMLTask.R
OpenML/R/zzz.R
OpenML/R/convertOMLTaskToMlr.R
OpenML/R/OMLDataSet_Class.R
OpenML/vignettes
OpenML/vignettes/OpenML.pdf.asis
OpenML/MD5
OpenML/build
OpenML/build/vignette.rds
OpenML/DESCRIPTION
OpenML/man
OpenML/man/OMLDataSetDescription.Rd
OpenML/man/makeOMLFlowParameter.Rd
OpenML/man/listOMLRuns.Rd
OpenML/man/getOMLRun.Rd
OpenML/man/makeOMLRunParList.Rd
OpenML/man/clearOMLCache.Rd
OpenML/man/makeOMLEstimationProcedure.Rd
OpenML/man/getCachedOMLDataSetStatus.Rd
OpenML/man/listOMLTasks.Rd
OpenML/man/configuration.Rd
OpenML/man/saveOMLConfig.Rd
OpenML/man/uploadOMLRun.Rd
OpenML/man/listOMLTaskTypes.Rd
OpenML/man/deleteOMLObject.Rd
OpenML/man/getOMLConfig.Rd
OpenML/man/downloadOMLObject.Rd
OpenML/man/listOMLEstimationProcedures.Rd
OpenML/man/runTaskFlow.Rd
OpenML/man/uploadOMLFlow.Rd
OpenML/man/listOMLRunEvaluations.Rd
OpenML/man/runTaskMlr.Rd
OpenML/man/getOMLDataSet.Rd
OpenML/man/doAPICall.Rd
OpenML/man/makeOMLRunParameter.Rd
OpenML/man/listOMLDataSetQualities.Rd
OpenML/man/makeOMLSeedParList.Rd
OpenML/man/getOMLDataSetQualities.Rd
OpenML/man/listOMLEvaluationMeasures.Rd
OpenML/man/makeOMLTask.Rd
OpenML/man/convertMlrLearnerToOMLFlow.Rd
OpenML/man/convertMlrTaskToOMLDataSet.Rd
OpenML/man/getOMLRunParList.Rd
OpenML/man/getOMLTask.Rd
OpenML/man/getOMLSeedParList.Rd
OpenML/man/OMLIOData.Rd
OpenML/man/convertOMLRunToBMR.Rd
OpenML/man/makeOMLFlow.Rd
OpenML/man/uploadOMLDataSet.Rd
OpenML/man/listOMLDataSets.Rd
OpenML/man/loadOMLConfig.Rd
OpenML/man/convertOMLTaskToMlr.Rd
OpenML/man/populateOMLCache.Rd
OpenML/man/convertOMLFlowToMlr.Rd
OpenML/man/convertOMLDataSetToMlr.Rd
OpenML/man/setOMLConfig.Rd
OpenML/man/tagging.Rd
OpenML/man/makeOMLRun.Rd
OpenML/man/getOMLFlow.Rd
OpenML/man/listOMLFlows.Rd
OpenML/man/OMLDataSet.Rd
OpenML/man/convertOMLMlrRunToBMR.Rd
OpenML/LICENSE