Class: SelfSupervisedLearning

Machine learning approach that uses unsupervised learning for tasks that

typically require supervision, generating implicit labels from

unstructured data, where models are trained on a task using the data

itself to provide supervisory signals, often used in neural networks to

exploit inherent structures or relationships within input data to

generate training signals

 classDiagram
    class SelfSupervisedLearning
    click SelfSupervisedLearning href "../SelfSupervisedLearning/"
      TrainingTechnique <|-- SelfSupervisedLearning
        click TrainingTechnique href "../TrainingTechnique/"
      MachineLearning <|-- SelfSupervisedLearning
        click MachineLearning href "../MachineLearning/"

Inheritance

AiAI
- Technique
  - MachineLearning
    - SelfSupervisedLearning [ TrainingTechnique]

Class Properties

Property	Value
Class URI	ai:SelfSupervisedLearning

Slots

Name	Cardinality and Range	Description	Inheritance

In Subsets

Aliases

Self-Supervised Learning

Identifier and Mapping Information

Annotations

property	value
upstream_iri	https://w3id.org/dpv/ai/owl#SelfSupervisedLearning
dpv_extension_slug	ai

Schema Source

from schema: https://w3id.org/lmodel/dpv/ai

Mappings

Mapping Type	Mapped Value
self	ai:SelfSupervisedLearning
native	ai:SelfSupervisedLearning
exact	dpv_ai:SelfSupervisedLearning, dpv_ai_owl:SelfSupervisedLearning

LinkML Source

Direct

name: SelfSupervisedLearning
annotations:
  upstream_iri:
    tag: upstream_iri
    value: https://w3id.org/dpv/ai/owl#SelfSupervisedLearning
  dpv_extension_slug:
    tag: dpv_extension_slug
    value: ai
description: 'Machine learning approach that uses unsupervised learning for tasks
  that

  typically require supervision, generating implicit labels from

  unstructured data, where models are trained on a task using the data

  itself to provide supervisory signals, often used in neural networks to

  exploit inherent structures or relationships within input data to

  generate training signals'
in_subset:
- ai_techniques_subset
- ai_subset
from_schema: https://w3id.org/lmodel/dpv/ai
aliases:
- Self-Supervised Learning
exact_mappings:
- dpv_ai:SelfSupervisedLearning
- dpv_ai_owl:SelfSupervisedLearning
is_a: MachineLearning
mixins:
- TrainingTechnique
class_uri: ai:SelfSupervisedLearning

Induced

name: SelfSupervisedLearning
annotations:
  upstream_iri:
    tag: upstream_iri
    value: https://w3id.org/dpv/ai/owl#SelfSupervisedLearning
  dpv_extension_slug:
    tag: dpv_extension_slug
    value: ai
description: 'Machine learning approach that uses unsupervised learning for tasks
  that

  typically require supervision, generating implicit labels from

  unstructured data, where models are trained on a task using the data

  itself to provide supervisory signals, often used in neural networks to

  exploit inherent structures or relationships within input data to

  generate training signals'
in_subset:
- ai_techniques_subset
- ai_subset
from_schema: https://w3id.org/lmodel/dpv/ai
aliases:
- Self-Supervised Learning
exact_mappings:
- dpv_ai:SelfSupervisedLearning
- dpv_ai_owl:SelfSupervisedLearning
is_a: MachineLearning
mixins:
- TrainingTechnique
class_uri: ai:SelfSupervisedLearning