Named Entity RecognitionRelationship DiscoveryNontraditional Information ExtractionStatistical Relational LearningRepresentation Learning for Knowledge GraphsEmbeddeding a Knowledge Graph Entity (Node)Querying the KGQuestion-AnsweringExternal KGsDomain-Specific Search Engines
All of these links are from the “Knowledge Graphs: Fundamentals, Techniques, and Applications” textbook
Named Entity Recognition
Relationship Discovery
Nontraditional Information Extraction
Statistical Relational Learning
- Snorkel
- Was https://www.snorkel.org/ (OpenSource)
- Now https://snorkel.ai/ (SaaS Platform)
Representation Learning for Knowledge Graphs
Embeddeding a Knowledge Graph Entity (Node)
Querying the KG
Question-Answering
External KGs
Domain-Specific Search Engines
- Domain-Specific Insights Graph (DIG)
(DIG is much computationlly cheaper than DeepDive)