What Are Knowledge Graphs?

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Knowledge graphs are a peak hype technology meant for providing information and context from a range of sources. They power many of your favorite services (Google, Netflix, Airbnb), but do you know what they are?

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What is a Graph?

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Entities

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Scale

New concepts

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This flexibility means that knowledge graphs are great formats for harnessing ever changing data from the web.

Common Use Cases

The range of data sources knowledge graphs can link support diverse use cases.

[{"selector":"#anim-abe5b694-237e-4a7e-81c3-553ad8fb6a3f","keyframes":{"opacity":[0,1]},"delay":0,"duration":1200,"easing":"cubic-bezier(0.4, 0.4, 0.0, 1)","fill":"both"}] Market Intelligence Rely on the ability to search through “things” instead of content. Example: “show me all AI companies who have raised a series A funding round and haven’t hired a VP of sales.”

[{"selector":"#anim-bb0d49db-18d2-43c3-a920-8f083eeb846d","keyframes":{"opacity":[0,1]},"delay":0,"duration":1200,"easing":"cubic-bezier(0.4, 0.4, 0.0, 1)","fill":"both"}] News Monitoring Knowledge graph data is a great input for machine learning, which can add additional searchable fields on top of an articles. Example: “show me positive sentiment articles that mention Apple as well as ‘mergers and acquisitions’.”

[{"selector":"#anim-992652eb-4683-4917-bb94-af6b3e0a825b","keyframes":{"opacity":[0,1]},"delay":0,"duration":1200,"easing":"cubic-bezier(0.4, 0.4, 0.0, 1)","fill":"both"}] Supply Chain And Risk Knowledge graphs can help plot out facts about your suppliers, and your suppliers suppliers. For example, their financial risk, or a regulatory concern, or a news mention that is negative.

[{"selector":"#anim-a2903d2a-4063-4c28-965e-c52f717171a6","keyframes":{"opacity":[0,1]},"delay":0,"duration":1200,"easing":"cubic-bezier(0.4, 0.4, 0.0, 1)","fill":"both"}] Machine Learning Because knowledge graphs provide structured data that also has context, they’re great supporting machine learning with quality training data that also provides explainability.

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Popular Knowledge Graphs

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What Are Knowledge Graphs?

Knowledge graphs are a peak hype technology meant for providing information and context from a range of sources. They power many of your favorite services (Google, Netflix, Airbnb), but do you know what they are?

What is a Graph?

The root of a knowledge graph is a computing concept called a graph. Graphs are simply composed of nodes (entities) and edges (relationships).

Entities

Entities represent things in the world, like movies, people, organizations, or articles. Depending on the “type” of entity, different facts and relationships can be attached.

Scale

Knowledge graphs become incredibly powerful tools at scale linking data of different types for exploration and machine learning.

New concepts

A key difference between knowledge graphs and relational databases is that knowledge graphs can easily pull in new data sources and types. New fact types can be added “on the fly.”

Common Use Cases

Popular Knowledge Graphs