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Class: MachineLearning

Process of optimising model parameters through computational techniques,

such that the model's behaviour reflects the data or experience

URI: ai:MachineLearning

 classDiagram
    class MachineLearning
    click MachineLearning href "../MachineLearning/"
      Technique <|-- MachineLearning
        click Technique href "../Technique/"


      MachineLearning <|-- DecisionTree
        click DecisionTree href "../DecisionTree/"
      MachineLearning <|-- DeepLearning
        click DeepLearning href "../DeepLearning/"
      MachineLearning <|-- FrugalMachineLearning
        click FrugalMachineLearning href "../FrugalMachineLearning/"
      MachineLearning <|-- GeneticAlgorithm
        click GeneticAlgorithm href "../GeneticAlgorithm/"
      MachineLearning <|-- NeuralNetwork
        click NeuralNetwork href "../NeuralNetwork/"
      MachineLearning <|-- ReinforcementLearning
        click ReinforcementLearning href "../ReinforcementLearning/"
      MachineLearning <|-- SelfSupervisedLearning
        click SelfSupervisedLearning href "../SelfSupervisedLearning/"
      MachineLearning <|-- SemiSupervisedLearning
        click SemiSupervisedLearning href "../SemiSupervisedLearning/"
      MachineLearning <|-- SupervisedLearning
        click SupervisedLearning href "../SupervisedLearning/"
      MachineLearning <|-- SupportVectorMachine
        click SupportVectorMachine href "../SupportVectorMachine/"
      MachineLearning <|-- UnsupervisedLearning
        click UnsupervisedLearning href "../UnsupervisedLearning/"

Inheritance

Class Properties

Property Value
Class URI ai:MachineLearning

Slots

Name Cardinality and Range Description Inheritance

In Subsets

Aliases

  • Machine Learning

Identifier and Mapping Information

Annotations

property value
dct_source ISO/IEC 22989:2022 3.3.5
upstream_iri https://w3id.org/dpv/ai/owl#MachineLearning
dpv_extension_slug ai

Schema Source

Mappings

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

LinkML Source

Direct

name: MachineLearning
annotations:
  dct_source:
    tag: dct_source
    value: ISO/IEC 22989:2022 3.3.5
  upstream_iri:
    tag: upstream_iri
    value: https://w3id.org/dpv/ai/owl#MachineLearning
  dpv_extension_slug:
    tag: dpv_extension_slug
    value: ai
description: 'Process of optimising model parameters through computational techniques,

  such that the model''s behaviour reflects the data or experience'
in_subset:
- ai_techniques_subset
- ai_subset
from_schema: https://w3id.org/lmodel/dpv/ai
aliases:
- Machine Learning
exact_mappings:
- dpv_ai:MachineLearning
- dpv_ai_owl:MachineLearning
is_a: Technique
class_uri: ai:MachineLearning

Induced

name: MachineLearning
annotations:
  dct_source:
    tag: dct_source
    value: ISO/IEC 22989:2022 3.3.5
  upstream_iri:
    tag: upstream_iri
    value: https://w3id.org/dpv/ai/owl#MachineLearning
  dpv_extension_slug:
    tag: dpv_extension_slug
    value: ai
description: 'Process of optimising model parameters through computational techniques,

  such that the model''s behaviour reflects the data or experience'
in_subset:
- ai_techniques_subset
- ai_subset
from_schema: https://w3id.org/lmodel/dpv/ai
aliases:
- Machine Learning
exact_mappings:
- dpv_ai:MachineLearning
- dpv_ai_owl:MachineLearning
is_a: Technique
class_uri: ai:MachineLearning