File:Transfer learning and domain adaptation uk.svg

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Description
English: Distinction between usual machine learning setting and transfer learning, and positioning of domain adaptation (labelled in Ukrainian).
Українська: Відмінності між звичайною постановкою машинного навчання, та передавальним навчанням, і позиціювання пристосовування області визначення.
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digraph DomainAdaptation {
  graph [fontname = Arial]
  node [fontname = Arial; fontsize = 12]
  edge [fontname = Arial]

  AreDistributionsSame -> AreSameDistributionsTasksSame [label = "  Так"; fontcolor = blue; color = blue]
  AreDistributionsSame -> AreDiferentDistributionsTasksSame [label = " Ні"; fontcolor = red; color = red]
  AreSameDistributionsTasksSame -> UsualLearning [label = "  Так"; fontcolor = blue; color = blue]
  AreSameDistributionsTasksSame -> InductiveTransferLearning [label = " Ні"; fontcolor = red; color = red]
  AreDiferentDistributionsTasksSame -> TransductiveTransferLearning [label = "  Так"; fontcolor = blue; color = blue]
  AreDiferentDistributionsTasksSame -> UnsupervisedTransferLearning [label = " Ні"; fontcolor = red; color = red]

  AreDistributionsSame [label = "Однакові первинний та цільовий\nвідособлені розподіли на X"]
  AreSameDistributionsTasksSame [label = "Однакові задачі\nна первинній та цільовій\nобластях визначення"]
  AreDiferentDistributionsTasksSame [label = "Однакові задачі\nна первинній та цільовій\nобластях визначення"]
  UsualLearning [label = "«Звичайна»\nпостановка навчання"; shape = box]

  subgraph cluster_0 {
    label = "Передавальне навчання"
    fontcolor = darkviolet
    labelloc = b
    labeljust = r
    color = darkviolet
    style = dashed

    InductiveTransferLearning [label = "Індуктивне\nпередавальне навчання"; shape = box]
    TransductiveTransferLearning [label = "Трансдуктивне\nпередавальне навчання"; shape = box]
    UnsupervisedTransferLearning [label = "Некероване\nпередавальне навчання"; shape = box]
  }

  TransductiveTransferLearning -> DomainAdaptation [color = darkviolet; dir = back]

  DomainAdaptation [label = "Пристосовування\nобласті визначення"; fontsize = 14; fontcolor = darkviolet; shape = box; style = rounded; color = darkviolet]
}

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w:en:Creative Commons
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This file is licensed under the Creative Commons Attribution-Share Alike 4.0 International license.
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  • attribution – You must give appropriate credit, provide a link to the license, and indicate if changes were made. You may do so in any reasonable manner, but not in any way that suggests the licensor endorses you or your use.
  • share alike – If you remix, transform, or build upon the material, you must distribute your contributions under the same or compatible license as the original.

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Date/TimeThumbnailDimensionsUserComment
current22:47, 12 April 2021Thumbnail for version as of 22:47, 12 April 2021824 × 446 (8 KB)Olexa Riznyk (talk | contribs)Uploaded a work by * File:Transfer learning and domain adaptation.png: Emilie Morvant * derivative work: {{ut|Olexa Riznyk}} from * File:Transfer learning and domain adaptation.png with UploadWizard

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