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elaborate Splits #16

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VladimirAlexiev opened this issue Feb 26, 2023 · 0 comments
Open

elaborate Splits #16

VladimirAlexiev opened this issue Feb 26, 2023 · 0 comments

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@VladimirAlexiev
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Data Splits (train/validation/test) are important in ML.
It seems to me that Splits are under-specified in OML:

  • oml:EstimationProcedure "It defines how models should be evaluated, typically by defining specific kinds of train- and test splits."
    • has prop oml:dataSplitsURL
  • oml:dataSplitsURL owl:ObjectProperty, no useful description ("data splits URL")
  • oml:Split, no description
    • has prop oml:isAppliedTo -> dcat:Distribution
  • oml:isAppliedTo: no description

Suggestions:

  • Split should have a type (train/validation/test)
  • dataSplitsURL should be renamed to split and point to Split
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@VladimirAlexiev