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OpenML (version 1.7)

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

608

Version

1.7

License

BSD_3_clause + file LICENSE

Issues

23

Pull Requests

2

Stars

98

Forks

37

Maintainer

Giuseppe Casalicchio

Last Published

October 17th, 2017

Functions in OpenML (1.7)

convertOMLDataSetToMlr

Convert an OpenML data set to mlr task.
convertOMLFlowToMlr

Converts a flow to a mlr learner.
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.
doAPICall

Perform an API call to the OpenML server.
downloadOMLObject

Download an OpenML Object.
convertOMLMlrRunToBMR

Convert OMLMlrRuns to a BenchmarkResult.
convertOMLRunToBMR

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

List available estimation procedures.
listOMLEvaluationMeasures

List available OpenML evaluation measures.
OMLIOData

OMLIOData.
chunkOMLlist

Do chunked listings
getCachedOMLDataSetStatus

Check status of cached datasets.
getOMLConfig

Get OpenML configuration.
listOMLDataSetQualities

List available OpenML qualities names.
listOMLFlows

List all registered OpenML flows.
listOMLRunEvaluations

List run results of a task.
populateOMLCache

Download a bunch of OpenML objects to cache.
runTaskFlow

Reproduce the Run
listOMLDataSets

List the first 5000 OpenML data sets.
makeOMLEstimationProcedure

Construct OMLEstimationProcedure.
makeOMLFlow

Construct OMLFlow.
uploadOMLDataSet

Upload a data set to the OpenML server.
uploadOMLFlow

Upload an OpenML.
OMLDataSet

OMLDataSet.
OMLDataSetDescription

Construct OMLDataSetDescription.
getOMLDataSet

Get an OpenML data set.
getOMLDataSetQualities

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

Get OpenML Study information.
getOMLTask

Get an OpenML task.
getOMLFlow

Download an OpenML flow.
getOMLRun

Get an OpenML run.
listOMLTasks

List the first 5000 OpenML tasks.
loadOMLConfig

Load OpenML configuration.
makeOMLRunParList

Construct OMLRunParList.
makeOMLRunParameter

Construct OMLRunParameter.
setOMLConfig

Settter for configuration settings.
tagOMLObject

Tagging of OpenML objects
listOMLRuns

List OpenML runs.
listOMLSetup

List hyperparameter settings
makeOMLFlowParameter

Construct OMLFlowParameter.
makeOMLRun

Construct OMLRun.
convertOMLTaskToMlr

Convert an OpenML task to mlr.
deleteOMLObject

Delete an OpenML object.
getOMLRunParList

Extract OMLRunParList from run
makeOMLSeedParList

Construct OMLSeedParList
uploadOMLRun

Upload an OpenML run.
getOMLSeedParList

Extract OMLSeedParList from run
listOMLStudies

list OpenML Studies.
listOMLTaskTypes

List available OpenML task types.
runTaskMlr

Run mlr learner on OpenML task.
saveOMLConfig

Saves a list of OpenML configuration settings to file.
makeOMLTask

Construct OMLTask.