File:Transfer learning and domain adaptation uk.svg

Summary

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.
Date
Source
Author
Other versions

[edit]
SVG development
InfoField
Source code
InfoField

Graphviz mscgen code

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]
}

Licensing

w:en:Creative Commons
attribution share alike
This file is licensed under the Creative Commons Attribution-Share Alike 4.0 International license.
You are free:
  • to share – to copy, distribute and transmit the work
  • to remix – to adapt the work
Under the following conditions:
  • 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.
Category:CC-BY-SA-4.0#Transfer%20learning%20and%20domain%20adaptation%20uk.svg
Category:Machine learning
Category:CC-BY-SA-4.0 Category:Machine learning Category:Translation possible - SVG Category:Valid SVG created with Graphviz code:Charts