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Statistics that are easy to use even if your expertise is non-statistical. Quickly identify distributions, correlations, outliers, and missing values. Critical statistical tests include paired t-tests, one and two-proportion tests, normality tests, chi-square tests, and non-parametric tests.

1. Neo4j Inc. All rights reserved 2023
Dr. Jesús Barrasa,Head of Solutions Architecture EMEA

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 2024Neo4j Inc. All rights reserved 2024
To thrive in this new
world, your organization
must derive insights from
data to create knowledge

5. Neo4j Inc. All rights reserved 2024
Explore the connections in your data to
unlock deeper insights

6. Neo4j Inc. All rights reserved 20236
A ring…
or a money laundering scheme

7. Neo4j Inc. All rights reserved 20237
r a critical device in a networkor a critical device in a network
A star…

8. Neo4j Inc. All rights reserved 20238
or a community of people
A cloud…

9. Neo4j Inc. All rights reserved 2024Neo4j Inc. All rights reserved 2024
Graph creates a
connected viewof data
that is intuitive and
actionable.
9

10. Neo4j Inc. All rights reserved 2024Neo4j Inc. All rights reserved 202410
The Property Graph: Simply Powerful
Employee CityCompany
Nodes represent
objects (nouns)
Relationships are directional
Relationships connect nodes are
represent actions (verbs)
Relationships can have
properties (name/value pairs)
Nodes can have properties
(name/value pairs)
name: Amy Peters
date_of_birth:1984-03-01
employee_ID: 1
:HAS_CEO
start_date: 2008-01-20
:LOCATED_IN

11. Neo4j Inc. All rights reserved 2024Neo4j Inc. All rights reserved 202411
Cypher (GQL): Pattern Based
MATCH(p:Employee {employee_ID: 1}) -[r:WORKS_AT*..3]-(c:Company)
RETURNc.name as company, count(*) as strength
ORDER BYstrength DESC
Node
Pattern
Relationship
Pattern

12. Neo4j Inc. All rights reserved 2024Neo4j Inc. All rights reserved 202412
https://www.iso.org/standard/76120.html
“Neo4j Welcomes
New GQL
International
Standard in Major
Milestone for
Database Industry”
https://neo4j.com/press-releases/gql-standard/
SAN MATEO, Calif. –April 17, 2024

13. Neo4j Inc. All rights reserved 2024
Revealing patterns in data for
deeper insight and knowledge
+
Relationships
+
Domain
Terminology
13
Data Graph Knowledge Graph
Dynamic contextRaw facts and figures Deep dynamic context

14. Neo4j Inc. All rights reserved 202414
Chapters on:
•Pattern detection
•Dependency
•Identity
•Semantic search
•Enrichment with GDS
•Graph native ML

15. Neo4j Inc. All rights reserved 2024
Real-time fraud
detection
Supply chain
resilience
Customer
experience
Digital Twins
Drug
discovery
Digital twin

16. Neo4j Inc. All rights reserved 2024
Uncovering knowledge from data drivesinnovation
16

17. Neo4j Inc. All rights reserved 2024
An Unfair Advantage
Tech giants have long used graphs
for breakthroughs. But graphs are no longer
exclusively theirs.
17

18. 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
18

19. 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

20. 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.
200%
Fraud detection
improvement
Losses prevented
annually
$40M+ 2.2B
Relationships

21. Neo4j Inc. All rights reserved 2024
Autonomous Clustering
Easy, automated horizontal scale-out
Composite Databases
Federated queries and sharded graphs
21
Graph Data at Scale

22. ●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
22Neo4j Inc. All rights reserved 2024

23. Neo4j Inc. All rights reserved 2024
GenAI is predicted to boost global
GDP by 7% whiledoubling productivity
improvementsover the next decade
TheNext Growth Engine
23

24. 24
40.4165 > 41.9 ???
??????
41.3275 < 41.9 ????????????

25. Hallucinates
Limited
input sizes
for
context
window
Lack
of enterprise
domain
knowledge
Inability
to verify
answers
Sensitive
to prompt (input)
phrasing
Ethicaland
data bias
concerns
Neo4j Inc. All rights reserved 202425
Limitations of GenAI

26. Neo4j Inc. All rights reserved 2024
GenAI Needs Knowledge Graphs
LLMs
26
KGs +
Better Together
Knowledge
Facts
Context
Language
Statistics
Creativity

27. Neo4j Inc. All rights reserved 2024
1
2
3
LLMs forLanguage Generation
RAG-basedGenAI Applications
GenAI Integrations
Knowledge GraphConstruction and GraphRAG
27

28. Neo4j Inc. All rights reserved 2024
1
LLMs forLanguage Generation
GenAI Integrations
2
3
RAG-basedGenAI Applications
Knowledge GraphConstruction and GraphRAG
28

29. Neo4j Inc. All rights reserved 2023
Generate
Personalized
Natural Language
Experiences
29

30. Neo4j Inc. All rights reserved 2024
2
3
RAG-basedGenAI Applications
GenAI Integrations
1
LLMs forLanguage Generation
3
Knowledge GraphConstruction and GraphRAG
30

31. Neo4j Inc. All rights reserved 2023
Grounding With
Retrieval Augmented
Generation (RAG)
31

32. Knowledge graphs enable search with
explicit and implicit (vector) relationships
32Neo4j Inc. All rights reserved 2024

33. Why can’t I just use standard vector
databases for knowledge lookup?

34. Neo4j Inc. All rights reserved 2024Neo4j Inc. All rights reserved 2024
Vectors act as an
integration point
between geometric
and topological
worlds
34

35. Neo4j Inc. All rights reserved 2024
3
GenAI Integrations
Knowledge GraphConstruction and GraphRAG
2
RAG-basedGenAI Applications
1
LLMs forLanguage Generation
35

36. Historically, creating
a knowledge graph
from unstructured
textwas difficult

37. 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
37Neo4j Inc. All rights reserved 2024

38. 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”
38Neo4j Inc. All rights reserved 2024

39. © 2023 Neo4j, Inc. All rights
reserved.
39
Uncovering patterns in data yields knowledge
Relationships are key to deeper insights
Knowledge graphs + generative AI enables intelligent apps

40. © 2023 Neo4j, Inc. All rights
reserved.
40
Impact Radar for
Generative AI

41. © 2023 Neo4j, Inc. All rights
reserved.
How will you
transform your
organization?

42. © 2023 Neo4j, Inc. All rights
reserved.
Enjoy
GraphSummit
Milan
[email protected]
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@neo4j