Incredibly useful, knowledge graphs help organizations keep track of medical research, cybersecurity threat intelligence, GDPR compliance, web user engagement, and much more. They do so by storing interlinked descriptions of entities—objects, events, situations, or abstract concepts—and encoding the underlying information. How do you create a knowledge graph? And how do you move it from theory into production?
Using hands-on examples, this practical book shows data scientists and data engineers how to build their own knowledge graphs. Authors Jesús Barrasa and Jim Webber from Neo4j illustrate common patterns for building knowledge graphs that solve many of today’s pressing knowledge management problems. You’ll quickly discover how these graphs become increasingly useful as you add data and augment them with algorithms and machine learning.
- Learn the organizing principles necessa
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Brief outline
【One-Line Pitch】
Incredibly useful, knowledge graphs help organizations keep track of medical research, cybersecurity threat intellige…
【Book Arc】
- **Opening (~0%–12%)**: How do you create a knowledge graph?; . . . . . . . . . . . . . . . . . . . . . . . . . . . . 9 Organizing Principles of a Knowledge Gr…
- **Early (~12%–35%)**: ng structure and knowledge to undifferentiated bulk storage.; long haul, delivers value early, and reduces overall risk.
- **Middle (~35%–65%)**: ships, and even trim strings for you.; Curating your data with a knowledge graph supported by a data fabric has significant benefits.
- **Late (~65%–88%)**: hat is very straightforward, as you can see in Example 6-5.; ectly enrich the knowledge graph.
- **Ending (~88%–100%)**: ch means that a word is anything separated from other words by a whitespace.; To illustrate, take a step back and try to think like a fraudster.
【Key Takeaways】
- **How do you create a kn…** (Opening): How do you create a knowledge graph?
- **. . . . . . . . . . .…** (Opening): . . . . . . . . . . . . . . . . . . . . . . . . . . . . 9 Organizing Principles of a Knowledge Gr…
- **hould be typed literal…** (Opening): hould be typed literally by the user.
- **ng structure and knowl…** (Early): ng structure and knowledge to undifferentiated bulk storage.
- **long haul** (Early): long haul, delivers value early, and reduces overall risk.
- **Reset the database by…** (Early): Reset the database by issuing the command MATCH (n) DETACH DELETE n.
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ing principle being out of date by the time it is complete. Don’t Boil the Ocean From time to time, you see efforts to try to fully understand and capture th...
om one node across a relationship to another node—fast (for low latency) and cheap (for high concurrent throughput). Accordingly, the way Neo4j stores its da...
Neo4j server that hosts the knowledge graph. Neo4j drivers implement a client-server architecture between a knowledge graph and its consuming systems (includ...
e 44. The way Neo4j Graph Data Science works in combination with your knowledge graph is shown in Figure 6-1. 96 | Chapter 6: Enriching Knowledge Graphs with...
features. Equally, you might simply encode the topology of the graph directly as a (non-human-readable) feature using node embeddings. Either way, you increa...
ch means that a word is anything separated from other words by a whitespace. Other methods could equally be used, like tokenizer functions in natural languag...
tory • Social engagement • Tertiary skills (e.g., language) Each of these can be modeled as a separate layer in a knowledge graph and brought together at que...
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