OpenML v1.10
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Open Machine Learning and Open Data Platform
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 <https://www.openml.org/guide/api> for more information.
Functions in OpenML
| Name | Description | |
| 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. | |
| No Results! | ||
Vignettes of OpenML
| Name | ||
| Bib.bib | ||
| OpenML.Rmd | ||
| OpenML.html.asis | ||
| openml-cheatsheet.pdf.asis | ||
| No Results! | ||
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Details
| License | BSD_3_clause + file LICENSE |
| URL | https://github.com/openml/openml-r |
| BugReports | https://github.com/openml/openml-r/issues |
| LazyData | yes |
| ByteCompile | yes |
| RoxygenNote | 6.1.1 |
| VignetteBuilder | R.rsp |
| Encoding | UTF-8 |
| NeedsCompilation | no |
| Packaged | 2019-09-21 12:36:03 UTC; scary |
| Repository | CRAN |
| Date/Publication | 2019-09-21 13:00:02 UTC |
| imports | backports (>= 1.1.0) , BBmisc (>= 1.11) , checkmate (>= 1.8.2) , curl (>= 4.1) , data.table , digest , httr (>= 1.4.1) , jsonlite , memoise (>= 1.0.0) , stats , stringi , XML |
| suggests | farff , knitr , lintr (>= 1.0.1) , mlr (>= 2.15) , ParamHelpers (>= 1.10) , R.rsp , randomForest , rex , rmarkdown , rpart , RWeka , testthat , xml2 |
| depends | R (>= 3.0.2) |
| Contributors | Pascal Kerschke, Benjamin Hofner, Giuseppe Casalicchio, Michel Lang, Bernd Bischl, Jakob Bossek, Dominik Kirchhoff, Joaquin Vanschoren |
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