Knowledge Graphs for Generative AI Use Cases

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2:09:33

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01 - Introduction

01 - The power of knowledge graphs.mp4

00:44

02 - What you should now.mp4

01:37

03 - Use case introduction Two Trees Olive Oil.mp4

01:31

02 - 1. What Is a Knowledge Graph and Why Should You Care

01 - Why knowledge graphs in the LLM space.mp4

02:46

02 - What is a triple or statement.mp4

02:04

03 - Triple store or labeled property graph.mp4

03:36

04 - What is a node or instance.mp4

03:54

05 - What is an edge or relation.mp4

02:21

06 - What are UIDs.mp4

02:54

03 - 2. Make Your Model

01 - What to keep in mind when graph modeling for LLMs.mp4

01:54

02 - How to connect nodes with relationships.mp4

04:47

03 - Desktop Protege IRI setup.mp4

03:19

04 - Adding instances and annotations.mp4

05:09

05 - How to populate a graph.mp4

03:10

06 - Adding a few constraints.mp4

04:29

07 - How to update your graph.mp4

04:07

08 - How to version your graph.mp4

03:45

04 - 3. Populating Your Graph with Data

01 - Populating your graph model.mp4

00:42

02 - What generative data can you use.mp4

03:48

03 - What closed data can you use.mp4

10:01

04 - What open data can you reuse.mp4

09:48

05 - Attribution and sourcing.mp4

05:21

06 - Checking your logic.mp4

03:11

05 - 4. GraphML

01 - Queries in graph data.mp4

02:42

02 - GraphML What is it and what tools are there.mp4

02:00

03 - GraphML Walking your graph.mp4

04:02

06 - 5. Deployment

01 - Data privacy, ethics, regulations, and standards.mp4

02:54

02 - Automated constraint verification.mp4

03:47

03 - Automated fact verification.mp4

04:32

04 - Disputed fact verification.mp4

04:12

05 - Entity resolution.mp4

03:10

06 - Sample architecture.mp4

02:54

07 - Calling your graph.mp4

02:15

07 - Conclusion

01 - Final project introduction.mp4

01:02

02 - Final project walkthrough.mp4

09:36

03 - Continuing on with knowledge graphs.mp4

01:29

Description

Having a knowledge graph backing your LLM adds more consistency, trust, and quality to LLMs and the applications they support, and you don’t have to be an expert to begin using knowledge graphs. In this course, knowledge graph expert Ashleigh Faith covers what a knowledge graph is, the different types of knowledge graphs, and what each type is generally used for. Explore the foundations of modeling and populating a knowledge graph and architectures for supporting knowledge graphs. Learn how to query the knowledge graph and how LLMs can use knowledge graphs to support time-sensitive data and reduce hallucinations. Find out how to identify what kind of knowledge graph is best for a variety of knowledge graph use cases, as well as what architecture and tooling will best support your knowledge graph project. Plus, discover ways to construct and populate a knowledge graph and then use a knowledge graph in the LLM space.

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