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Concept List

This is the enumerated list of concepts for Learning Knowledge Graphs, generated from the course description. Review this list carefully — add, remove, rename, or reorder concepts now, before dependencies and taxonomy are built on top of it. Changes here are cheap; changes after the dependency graph and chapter content exist are expensive.

  1. Node
  2. Edge
  3. Directed Edge
  4. Undirected Edge
  5. Graph
  6. Vertex
  7. Triple
  8. Subject
  9. Predicate
  10. Object
  11. Entity
  12. Attribute
  13. Relationship
  14. Adjacency
  15. Graph Traversal
  16. Relational Table
  17. Foreign Key
  18. Document Store
  19. Graph Database
  20. Schema-On-Read
  21. Schema-On-Write
  22. Multigraph
  23. Hypergraph
  24. Weighted Graph
  25. Cyclic Graph
  26. Acyclic Graph
  27. Taxonomy
  28. Controlled Vocabulary
  29. Thesaurus
  30. Synonym Ring
  31. Broader Term
  32. Narrower Term
  33. Related Term
  34. Facet
  35. Polyhierarchy
  36. Ontology
  37. Class Hierarchy
  38. Is-A Relationship
  39. Part-Of Relationship
  40. Upper Ontology
  41. Domain Ontology
  42. Concept Scheme
  43. RDF Triple
  44. Property Graph
  45. Labeled Property Graph
  46. Blank Node
  47. Named Graph
  48. Reification
  49. Quad Store
  50. Triple Store
  51. Graph Model Tradeoffs
  52. Directed Acyclic Graph
  53. Knowledge Graph
  54. Class
  55. Property
  56. Datatype Property
  57. Object Property
  58. Cardinality
  59. One-To-One Relation
  60. One-To-Many Relation
  61. Many-To-Many Relation
  62. Domain And Range
  63. Schema Design
  64. Data Model
  65. Inheritance
  66. Constraint
  67. Class Restriction
  68. Entity Type
  69. RDF
  70. RDFS
  71. OWL
  72. SKOS
  73. SPARQL
  74. URI
  75. IRI
  76. Namespace
  77. Turtle Syntax
  78. JSON-LD
  79. N-Triples
  80. XML Schema Datatype
  81. OWL Class
  82. OWL Property
  83. Equivalent Class
  84. Disjoint Classes
  85. Transitive Property
  86. Symmetric Property
  87. Inverse Property
  88. Cardinality Restriction
  89. Data Source
  90. ETL Pipeline
  91. Data Ingestion
  92. Entity Extraction
  93. Named Entity Recognition
  94. Relation Extraction
  95. Entity Resolution
  96. Deduplication
  97. Record Linkage
  98. Data Cleaning
  99. Schema Mapping
  100. Data Transformation
  101. Knowledge Extraction
  102. Text Mining
  103. Information Extraction
  104. Data Enrichment
  105. SPARQL Query
  106. SELECT Query
  107. CONSTRUCT Query
  108. ASK Query
  109. Triple Pattern
  110. SPARQL Endpoint
  111. Cypher Query
  112. MATCH Clause
  113. Pattern Matching
  114. Path Query
  115. Python Graph Client
  116. RDFLib
  117. Neo4j Driver
  118. Query Optimization
  119. Federated Query
  120. Graph Query Language
  121. Centrality
  122. Degree Centrality
  123. Betweenness Centrality
  124. Closeness Centrality
  125. Eigenvector Centrality
  126. PageRank
  127. Community Detection
  128. Clustering Coefficient
  129. Shortest Path
  130. Breadth-First Search
  131. Depth-First Search
  132. Connected Component
  133. Graph Density
  134. Subgraph
  135. Graph Partitioning
  136. Link Analysis
  137. Knowledge Graph Embedding
  138. Node Embedding
  139. TransE Model
  140. Graph Neural Network
  141. Message Passing
  142. Link Prediction
  143. Node Classification
  144. Graph Convolution
  145. Random Walk
  146. Node2Vec
  147. Knowledge Graph Completion
  148. Negative Sampling
  149. Embedding Space
  150. Similarity Score
  151. Triple Classification
  152. Graph Attention Network
  153. Large Language Model
  154. Retrieval-Augmented Generation
  155. GraphRAG
  156. LLM Grounding
  157. Hallucination
  158. Prompt Engineering
  159. LLM-Assisted Extraction
  160. Vector Database
  161. Semantic Search
  162. Hybrid Retrieval
  163. Knowledge Injection
  164. Context Window
  165. Fact Verification
  166. Chunking Strategy
  167. Search Knowledge Graph
  168. Biomedical Knowledge Graph
  169. Enterprise Knowledge Graph
  170. Recommendation System
  171. Product Graph
  172. Social Graph
  173. Citation Network
  174. Fraud Detection Graph
  175. Supply Chain Graph
  176. Google Knowledge Graph
  177. Graph Visualization
  178. Financial Knowledge Graph
  179. Matter Graph
  180. Legal Document Graph
  181. Expertise Location
  182. Conflicts Checking
  183. Legal Entity Resolution
  184. Case Law Graph
  185. Contract Graph
  186. Client Relationship Graph
  187. Legal Taxonomy
  188. Precedent Relationship
  189. Regulatory Graph
  190. Outside Counsel Graph
  191. Data Governance
  192. Data Provenance
  193. Data Quality
  194. Graph Versioning
  195. Schema Evolution
  196. Data Lineage
  197. Access Control
  198. Change Management
  199. Audit Trail
  200. Update Cadence