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Neo4j Inc. All rights reserved 2023
T he A rt of the
P ossib le W ith G ra p h
Dr. Jim Webber, Chief Scientist
Neo4j Inc. All rights reserved 2024
The World
Is Changing
2
Neo4j Inc. All rights reserved 2024
THE WORLD IS CHANGING
Massive Technology
Trends Are Transforming
Industries
3
Neo4j Inc. All rights reserved 2024
Neo4j Inc. All rights reserved 2024
For your organisation to
thrive in the new world,
your data must yield
insights to create
knowledge
Neo4j Inc. All rights reserved 2024
Neo4j Inc. All rights reserved 2024
Graph creates a
more intuitive, connected
view of data, unlocking
deeper insights and
context
5
Neo4j Inc. All rights reserved 2024
Data Insights Knowledge
Uncovering patterns in data
enables insights and knowledge
Meaning derived from
analyzing data in context
Deeper understanding
built by connecting many
insights together
6
Raw facts and figures
Neo4j Inc. All rights reserved 2024
Uncovering patterns in data
enables insights and knowledge
+
Relationships
+
Domain
Terminology
7
Data Graph Knowledge Graph
Dynamic context
Raw facts and figures Deep dynamic context
Neo4j Inc. All rights reserved 2024
So you can answer the most critical questions
What’s important? What’s unusual? What’s next?
8
Neo4j Inc. All rights reserved 2024
Real-time fraud
detection
Supply chain
resilience
Customer
experience
Digital Twins
Drug
discovery
Digital twin
Neo4j Inc. All rights reserved 2024
Uncovering knowledge from data drives innovation
10
Neo4j Inc. All rights reserved 2024
An Unfair Advantage
Tech giants have long used graphs
for breakthroughs. But graphs are no longer
exclusively theirs.
11
Neo4j Inc. All rights reserved 2024
Helping solve the world’s most challenging
problems across every industry
Financial
Services
Telco Retail Manufacturing Life
Sciences
Technology Logistics Government
12
We found Neo4j to be literally thousands of times
faster than our prior MySQL solution, with queries
that require 10-100 times less code.
- Dr. Volker Pacher, Senior Staff Architect at eBay
Deployed a Neo4j-powered
digital twin of London's
intricate transport network,
enabling real-time incident
response to cut congestion
and drive significant
economic savings.
£600M
Annual economic
savings
Projected reduction
in congestion
10%
Time savings
value per driver
£1200
Neo4j Inc. All rights reserved 2024
Autonomous Clustering
Easy, automated horizontal scale-out
Composite Databases
Federated queries and sharded graphs
15
Graph Data at Scale
● Automated upgrades
● Zero maintenance
● Scalable and elastic, on-demand
● Enterprise-grade security
● High availability
● Simple pricing, consumption-based
● Procure through Aura Console or via
Cloud Marketplace
Cloud Scale
16 Neo4j Inc. All rights reserved 2024
Neo4j Inc. All rights reserved 2024
GenAI is predicted to boost global
GDP by 7% while doubling productivity improvements
over the next decade
TheNext Growth Engine
17
Neo4j Inc. All rights reserved 2024
1
2
3
LLMs for Language Generation
RAG-based GenAI Applications
GenAI Maturity Model
Knowledge Graph Construction and GraphRAG
18
Neo4j Inc. All rights reserved 2024
1 LLMs for Language Generation
GenAI Maturity Model
2
3
RAG-based GenAI Applications
Knowledge Graph Construction and GraphRAG
19
Neo4j Inc. All rights reserved 2024
The best thing,
The best thing about,
The best thing about AI,
The best thing about AI is,
The best thing about AI is its,
The best things about AI is its ability,
The best thing about AI is its ability to,
The best thing about AI is its ability to learn,
The best thing about AI is its ability to learn from,
The best things about AI is its ability to learn from experience.
The best thing,
The best thing about,
The best thing about AI,
The best thing about AI is,
The best thing about AI is its,
The best things about AI is its ability,
The best thing about AI is its ability to,
The best thing about AI is its ability to learn,
The best thing about AI is its ability to learn from,
The best things about AI is its ability to learn from experience.
The best thing,
The best thing about,
The best thing about AI,
The best thing about AI is,
The best thing about AI is its,
The best things about AI is its ability,
The best thing about AI is its ability to,
The best thing about AI is its ability to learn,
The best thing about AI is its ability to learn from,
The best things about AI is its ability to learn from experience.
The best thing,
The best thing about,
The best thing about AI,
The best thing about AI is,
The best thing about AI is its,
The best things about AI is its ability,
The best thing about AI is its ability to,
The best thing about AI is its ability to learn,
The best thing about AI is its ability to learn from,
The best things about AI is its ability to learn from experience.
The best thing,
The best thing about,
The best thing about AI,
The best thing about AI is,
The best thing about AI is its,
The best things about AI is its ability,
The best thing about AI is its ability to,
The best thing about AI is its ability to learn,
The best thing about AI is its ability to learn from,
The best things about AI is its ability to learn from experience.
21
22
Neo4j Inc. All rights reserved 2024
23
The Limitations of GenAI
● Lack of real-time domain knowledge
● Inability to verify answers
● Hallucination
● Ethical and data bias concerns
Dr. Jim Webber Chief Scientist
Neo4j Inc. All rights reserved 2024
2
3
RAG-based GenAI Applications
GenAI Maturity Model
1 LLMs for Language Generation
3 Knowledge Graph Construction and GraphRAG
24
Neo4j Inc. All rights reserved 2024
Neo4j Inc. All rights reserved 2024
Vector embeddings
turn content into
numbers
25
Neo4j Inc. All rights reserved 2024
GenAI Needs Knowledge Graphs
KGs
26
LLMs +
Better Together
Knowledge
Facts
Context
Language
Statistics
Creativity
Good news everyone!
Geometry and topology
are better together!
Neo4j Inc. All rights reserved 2024
Neo4j Inc. All rights reserved 2024
Vectors act as an
integration point
between geometric
and topological
worlds
28
Knowledge graphs enable search with
explicit and implicit (vectors) relationships
29 Neo4j Inc. All rights reserved 2024
Neo4j Inc. All rights reserved 2024
3
GenAI Maturity Model
Knowledge Graph Construction and GraphRAG
2 RAG-based GenAI Applications
1 LLMs for Language Generation
30
Historically, creating a
knowledge graph
from unstructured
text was difficult
GraphRAG: Unlocking
superior reasoning with
data relationships
1. Ingest Text Data
2. Generate Knowledge Graph
3. Import Into Graph Database
4. Create Semantic Hierarchies
5. Augment Retrieval
32 Neo4j Inc. All rights reserved 2024
GraphRAG: Unlocking
superior reasoning with
data relationships
1. Ingest Text Data
2. Generate Knowledge Graph
3. Import Into Graph Database
4. Create Semantic Hierarchies
5. Augment Retrieval
6. Deeper Understanding
"Initial results show that GraphRAG
consistently outperforms baseline RAG”
33 Neo4j Inc. All rights reserved 2024
Neo4j Inc. All rights reserved 2024
1
2
3
LLMs for Language Generation
RAG-based GenAI Applications
GenAI Maturity Model
Knowledge Graph Construction and GraphRAG
4 The Future Is Unwritten
34
Neo4j Inc. All rights reserved 2024
35
LLMs hallucinate in
interesting and potentially
troubling ways
- Yejin Choi et al, U Washington
LLMs hallucinate in
interesting and potentially
troubling ways
- Yejin Choi et al, U Washington
36 Neo4j Inc. All rights reserved 2024
New techniques promise
a revolution in creating
better and smaller LLMs
- Yejin Choi et al, U Washington
37 Neo4j Inc. All rights reserved 2024
© 2023 Neo4j, Inc. All rights reserved. 38
Uncovering patterns in data yields knowledge
Relationships are the key to deeper insights
Knowledge graphs + generative AI enables intelligent apps
© 2023 Neo4j, Inc. All rights reserved. 39
Uncovering patterns in data yields knowledge
Relationships are the key to deeper insights
Knowledge graphs + generative AI enables intelligent apps
Never underestimate how the science guy will subvert the
opening keynote to talk about cool nerdy stuff
© 2023 Neo4j, Inc. All rights reserved.
E njoy
G ra p hS um m it
Lond on
jim.webber@neo4j.com

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The Art of the Possible with Graph by Dr Jim Webber Neo4j.pptx

  • 1. Neo4j Inc. All rights reserved 2023 T he A rt of the P ossib le W ith G ra p h Dr. Jim Webber, Chief Scientist
  • 2. Neo4j Inc. All rights reserved 2024 The World Is Changing 2
  • 3. Neo4j Inc. All rights reserved 2024 THE WORLD IS CHANGING Massive Technology Trends Are Transforming Industries 3
  • 4. Neo4j Inc. All rights reserved 2024 Neo4j Inc. All rights reserved 2024 For your organisation to thrive in the new world, your data must yield insights to create knowledge
  • 5. Neo4j Inc. All rights reserved 2024 Neo4j Inc. All rights reserved 2024 Graph creates a more intuitive, connected view of data, unlocking deeper insights and context 5
  • 6. Neo4j Inc. All rights reserved 2024 Data Insights Knowledge Uncovering patterns in data enables insights and knowledge Meaning derived from analyzing data in context Deeper understanding built by connecting many insights together 6 Raw facts and figures
  • 7. Neo4j Inc. All rights reserved 2024 Uncovering patterns in data enables insights and knowledge + Relationships + Domain Terminology 7 Data Graph Knowledge Graph Dynamic context Raw facts and figures Deep dynamic context
  • 8. Neo4j Inc. All rights reserved 2024 So you can answer the most critical questions What’s important? What’s unusual? What’s next? 8
  • 9. Neo4j Inc. All rights reserved 2024 Real-time fraud detection Supply chain resilience Customer experience Digital Twins Drug discovery Digital twin
  • 10. Neo4j Inc. All rights reserved 2024 Uncovering knowledge from data drives innovation 10
  • 11. Neo4j Inc. All rights reserved 2024 An Unfair Advantage Tech giants have long used graphs for breakthroughs. But graphs are no longer exclusively theirs. 11
  • 12. Neo4j Inc. All rights reserved 2024 Helping solve the world’s most challenging problems across every industry Financial Services Telco Retail Manufacturing Life Sciences Technology Logistics Government 12
  • 13. We found Neo4j to be literally thousands of times faster than our prior MySQL solution, with queries that require 10-100 times less code. - Dr. Volker Pacher, Senior Staff Architect at eBay
  • 14. Deployed a Neo4j-powered digital twin of London's intricate transport network, enabling real-time incident response to cut congestion and drive significant economic savings. £600M Annual economic savings Projected reduction in congestion 10% Time savings value per driver £1200
  • 15. Neo4j Inc. All rights reserved 2024 Autonomous Clustering Easy, automated horizontal scale-out Composite Databases Federated queries and sharded graphs 15 Graph Data at Scale
  • 16. ● Automated upgrades ● Zero maintenance ● Scalable and elastic, on-demand ● Enterprise-grade security ● High availability ● Simple pricing, consumption-based ● Procure through Aura Console or via Cloud Marketplace Cloud Scale 16 Neo4j Inc. All rights reserved 2024
  • 17. Neo4j Inc. All rights reserved 2024 GenAI is predicted to boost global GDP by 7% while doubling productivity improvements over the next decade TheNext Growth Engine 17
  • 18. Neo4j Inc. All rights reserved 2024 1 2 3 LLMs for Language Generation RAG-based GenAI Applications GenAI Maturity Model Knowledge Graph Construction and GraphRAG 18
  • 19. Neo4j Inc. All rights reserved 2024 1 LLMs for Language Generation GenAI Maturity Model 2 3 RAG-based GenAI Applications Knowledge Graph Construction and GraphRAG 19
  • 20. Neo4j Inc. All rights reserved 2024 The best thing, The best thing about, The best thing about AI, The best thing about AI is, The best thing about AI is its, The best things about AI is its ability, The best thing about AI is its ability to, The best thing about AI is its ability to learn, The best thing about AI is its ability to learn from, The best things about AI is its ability to learn from experience. The best thing, The best thing about, The best thing about AI, The best thing about AI is, The best thing about AI is its, The best things about AI is its ability, The best thing about AI is its ability to, The best thing about AI is its ability to learn, The best thing about AI is its ability to learn from, The best things about AI is its ability to learn from experience. The best thing, The best thing about, The best thing about AI, The best thing about AI is, The best thing about AI is its, The best things about AI is its ability, The best thing about AI is its ability to, The best thing about AI is its ability to learn, The best thing about AI is its ability to learn from, The best things about AI is its ability to learn from experience. The best thing, The best thing about, The best thing about AI, The best thing about AI is, The best thing about AI is its, The best things about AI is its ability, The best thing about AI is its ability to, The best thing about AI is its ability to learn, The best thing about AI is its ability to learn from, The best things about AI is its ability to learn from experience. The best thing, The best thing about, The best thing about AI, The best thing about AI is, The best thing about AI is its, The best things about AI is its ability, The best thing about AI is its ability to, The best thing about AI is its ability to learn, The best thing about AI is its ability to learn from, The best things about AI is its ability to learn from experience.
  • 21. 21
  • 22. 22
  • 23. Neo4j Inc. All rights reserved 2024 23 The Limitations of GenAI ● Lack of real-time domain knowledge ● Inability to verify answers ● Hallucination ● Ethical and data bias concerns Dr. Jim Webber Chief Scientist
  • 24. Neo4j Inc. All rights reserved 2024 2 3 RAG-based GenAI Applications GenAI Maturity Model 1 LLMs for Language Generation 3 Knowledge Graph Construction and GraphRAG 24
  • 25. Neo4j Inc. All rights reserved 2024 Neo4j Inc. All rights reserved 2024 Vector embeddings turn content into numbers 25
  • 26. Neo4j Inc. All rights reserved 2024 GenAI Needs Knowledge Graphs KGs 26 LLMs + Better Together Knowledge Facts Context Language Statistics Creativity
  • 27. Good news everyone! Geometry and topology are better together!
  • 28. Neo4j Inc. All rights reserved 2024 Neo4j Inc. All rights reserved 2024 Vectors act as an integration point between geometric and topological worlds 28
  • 29. Knowledge graphs enable search with explicit and implicit (vectors) relationships 29 Neo4j Inc. All rights reserved 2024
  • 30. Neo4j Inc. All rights reserved 2024 3 GenAI Maturity Model Knowledge Graph Construction and GraphRAG 2 RAG-based GenAI Applications 1 LLMs for Language Generation 30
  • 31. Historically, creating a knowledge graph from unstructured text was difficult
  • 32. GraphRAG: Unlocking superior reasoning with data relationships 1. Ingest Text Data 2. Generate Knowledge Graph 3. Import Into Graph Database 4. Create Semantic Hierarchies 5. Augment Retrieval 32 Neo4j Inc. All rights reserved 2024
  • 33. GraphRAG: Unlocking superior reasoning with data relationships 1. Ingest Text Data 2. Generate Knowledge Graph 3. Import Into Graph Database 4. Create Semantic Hierarchies 5. Augment Retrieval 6. Deeper Understanding "Initial results show that GraphRAG consistently outperforms baseline RAG” 33 Neo4j Inc. All rights reserved 2024
  • 34. Neo4j Inc. All rights reserved 2024 1 2 3 LLMs for Language Generation RAG-based GenAI Applications GenAI Maturity Model Knowledge Graph Construction and GraphRAG 4 The Future Is Unwritten 34
  • 35. Neo4j Inc. All rights reserved 2024 35 LLMs hallucinate in interesting and potentially troubling ways - Yejin Choi et al, U Washington
  • 36. LLMs hallucinate in interesting and potentially troubling ways - Yejin Choi et al, U Washington 36 Neo4j Inc. All rights reserved 2024
  • 37. New techniques promise a revolution in creating better and smaller LLMs - Yejin Choi et al, U Washington 37 Neo4j Inc. All rights reserved 2024
  • 38. © 2023 Neo4j, Inc. All rights reserved. 38 Uncovering patterns in data yields knowledge Relationships are the key to deeper insights Knowledge graphs + generative AI enables intelligent apps
  • 39. © 2023 Neo4j, Inc. All rights reserved. 39 Uncovering patterns in data yields knowledge Relationships are the key to deeper insights Knowledge graphs + generative AI enables intelligent apps Never underestimate how the science guy will subvert the opening keynote to talk about cool nerdy stuff
  • 40. © 2023 Neo4j, Inc. All rights reserved. E njoy G ra p hS um m it Lond on jim.webber@neo4j.com