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Neo4j, Inc. All rights reserved 2021
Neo4j, Inc. All rights reserved 2021
1
Actioning Knowledge Graphs
Using Neo4j
Dr. Jesús Barrasa
Director Sales Engineering EMEA
Summer 2021
Neo4j, Inc. All rights reserved 2021
2
Probably the most well-known KG: Panama Papers
https://offshoreleaks.icij.org/
Neo4j, Inc. All rights reserved 2021
3
KG =
Data
+
Meta
Data
Neo4j, Inc. All rights reserved 2021
4
KG for Metadata Management
(Dataportal) https://medium.com/airbnb-engineering/democratizing-data-at-airbnb-852d76c51770
(Amundsen) https://neo4j.com/blog/live-from-lyft/
(DataHub)
https://engineering.linkedin.com/blog/2020/open-sourcing-datahub--linkedins-metadata-search-and-discovery-p
2017
2019
2019
2020
Neo4j, Inc. All rights reserved 2021
5
Knowledge Graphs for Metadata Management: A Data Pipeline
Neo4j, Inc. All rights reserved 2021
Neo4j, Inc. All rights reserved 2021
A graph of the ecosystem has value far beyond
tracking lineage and cross-functional information.
Data is a proxy for the operations of a company.
Analyzing the network helps to surface lines of
communication and identify facets or
disconnected information.”
6
“
The Dataportal team - Airbnb
in “Democratizing Data at Airbnb” 2017
https://medium.com/airbnb-engineering/democratizing-data-at-airbnb-852d76c51770
Neo4j, Inc. All rights reserved 2021
7
Knowledge Graphs for Personalisation & Recommendation
Neo4j, Inc. All rights reserved 2021
8
What about RDF?
The World
RDF
(low level model)
PG
(high level model)
MATCH (:Person { name: “JB”})-[:works_for]->(c) RETURN c
Neo4j, Inc. All rights reserved 2021
9
What about Ontologies?
9
https://neo4j.com/developer/graph-data-science/build-knowledge-graph-nlp-ontologies/
Neo4j, Inc. All rights reserved 2021
10
Where to go next?
• KG is about making data smarter… but with a purpose
• Identify the purpose (the action in Actioning KG) and build the right semantic
overlay on your data
• Incrementally, Iteratively, checking value after each iteration
Resources
• RDF integration
https://neo4j.com/labs/neosemantics/
• Build a KG with Ontologies and NLP
https://neo4j.com/developer/graph-data-science/build-knowledge-graph-nlp-ontologies/

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Transforming Visibility & Automation: The Actioning Knowledge Graph

  • 1. Neo4j, Inc. All rights reserved 2021 Neo4j, Inc. All rights reserved 2021 1 Actioning Knowledge Graphs Using Neo4j Dr. Jesús Barrasa Director Sales Engineering EMEA Summer 2021
  • 2. Neo4j, Inc. All rights reserved 2021 2 Probably the most well-known KG: Panama Papers https://offshoreleaks.icij.org/
  • 3. Neo4j, Inc. All rights reserved 2021 3 KG = Data + Meta Data
  • 4. Neo4j, Inc. All rights reserved 2021 4 KG for Metadata Management (Dataportal) https://medium.com/airbnb-engineering/democratizing-data-at-airbnb-852d76c51770 (Amundsen) https://neo4j.com/blog/live-from-lyft/ (DataHub) https://engineering.linkedin.com/blog/2020/open-sourcing-datahub--linkedins-metadata-search-and-discovery-p 2017 2019 2019 2020
  • 5. Neo4j, Inc. All rights reserved 2021 5 Knowledge Graphs for Metadata Management: A Data Pipeline
  • 6. Neo4j, Inc. All rights reserved 2021 Neo4j, Inc. All rights reserved 2021 A graph of the ecosystem has value far beyond tracking lineage and cross-functional information. Data is a proxy for the operations of a company. Analyzing the network helps to surface lines of communication and identify facets or disconnected information.” 6 “ The Dataportal team - Airbnb in “Democratizing Data at Airbnb” 2017 https://medium.com/airbnb-engineering/democratizing-data-at-airbnb-852d76c51770
  • 7. Neo4j, Inc. All rights reserved 2021 7 Knowledge Graphs for Personalisation & Recommendation
  • 8. Neo4j, Inc. All rights reserved 2021 8 What about RDF? The World RDF (low level model) PG (high level model) MATCH (:Person { name: “JB”})-[:works_for]->(c) RETURN c
  • 9. Neo4j, Inc. All rights reserved 2021 9 What about Ontologies? 9 https://neo4j.com/developer/graph-data-science/build-knowledge-graph-nlp-ontologies/
  • 10. Neo4j, Inc. All rights reserved 2021 10 Where to go next? • KG is about making data smarter… but with a purpose • Identify the purpose (the action in Actioning KG) and build the right semantic overlay on your data • Incrementally, Iteratively, checking value after each iteration Resources • RDF integration https://neo4j.com/labs/neosemantics/ • Build a KG with Ontologies and NLP https://neo4j.com/developer/graph-data-science/build-knowledge-graph-nlp-ontologies/