SlideShare a Scribd company logo
1 of 27
Download to read offline
Neo4j Introduction
Jonny Cheetham
jonny.Cheetham@neo4j.com
Neo4j, London
Neo4j is an enterprise-grade native graph platform that enables you to:
• Store, reveal and query data relationships
• Traverse and analyze any levels of depth in real-time
• Add context and connect new data on the fly
Who We Are: Leader in Graph Innovations
• Performance
• ACID Transactions
• Schema-free Agility
• Graph Algorithms
Designed, built and tested natively
for graphs from the start for:
• Developer Productivity
• Hardware Efficiency
• Global Scale
• Graph Adoption
Graph
Transactions
Graph
Analytics
Data Integration
Development
& Admin
Analytics
Tooling
Drivers & APIs Discovery & Visualization
2
720+
7/10
12/25
8/10
53K+
100+
300+
450+
Adoption
Top Retail Firms
Top Financial Firms
Top Software Vendors
Customers Partners
• Creator of the Neo4j Graph Platform
• ~250 employees
• HQ in Silicon Valley, other offices include
London, Munich, Paris and Malmö Sweden
• $80M new funding led by Morgan Stanley &
One Peak. Total $160M from Fidelity,
Sunstone, Conor, Creandum, and
Greenbridge Capital
• Over 15M+ open source downloads &
container pulls
• 325+ enterprise subscription customers
with over half with >$1B in revenue
Ecosystem
Startups in program
Enterprise customers
Partners
Meet up members
Events per year
Industry’s Largest Dedicated Investment in Graphs
Neo4j - The Graph Company
3
Networks of People
Knows
Knows
Knows
Knows
Business Processes
Bought
Bought
Viewed
Returned
Bought
Knowledge Networks
Plays
Lives_in
In_sport
Likes
Fan_of
Plays_for
E.g., Risk management, Supply
chain, Payments
E.g., Employees, Customers,
Suppliers, Partners,
Influencers
E.g., Enterprise content,
Domain specific content,
eCommerce content
Data connections are increasing as rapidly as data volumes
The Rise of Connections in Data
Electronic Networks
On-prem & cloud
computing, Cellular,
Telco & Internet, IoT
4
5
Graph Databases are Designed for Connected Data
TRADITIONAL
DATABASES
BIG DATA
TECHNOLOGY
Store and retrieve data Aggregate and filter data Connections in data
Real time storage & retrieval Real-Time Connected Insights
Long running queries
aggregation & filtering
“Our Neo4j solution is literally thousands of times faster
than the prior MySQL solution, with queries that require
10-100 times less code”
Volker Pacher, Senior Developer
Up to
3
Max #
of
hops
1 Millions
CAR
DRIVES
name: “Dan”
born: May 29, 1970
twitter: “@dan”
name: “Ann”
born: Dec 5, 1975
since:
Jan 10, 2011
brand: “Volvo”
model: “V70”
Latitude: 37.5629900°
Longitude: -122.3255300°
Nodes
• Can have Labels to classify nodes
• Labels have native indexes
Relationships
• Relate nodes by type and direction
Properties
• Attributes of Nodes & Relationships
• Stored as Name/Value pairs
• Can have indexes and composite indexes
• Visibility security by user/role
Neo4j Invented the Labeled Property Graph Model
MARRIED TO
LIVES WITH
OW
NS
PERSON PERSON
6
Strictly ConfidentialStrictly Confidential
7
Neo4j Is Helping The World To Make Sense of Data
ICIJ used Neo4j to uncover the
world’s largest journalistic leak to
date, The Panama Papers
NASA uses Neo4j for a “Lessons
Learned” database to improve
effectiveness in search missions in
space
Neo4j is used to graph the human
body, map correlations, identify cause
& effect and search for the cure for
cancer
SAVING
DEMOCRACY
MISSION TO
MARS
CURING CANCER
Recommendations Dynamic Pricing IoT-applicationsFraud Detection
Real-Time Transaction Applications
Generate and
Protect Revenue
Customer
Engagement
Metadata and Advanced Analytics
Data Lake
Integration
Knowledge
Graphs for AI
Risk
Mitigation
Generate
Actionable Insights
Network
Management
Supply Chain
Efficiency
Identity and Access
Management
Internal Business Processes
Improve Efficiency
and Cut Costs
8
Graph Use Cases by Value Proposition
"Neo4j continues to dominate the graph
database market.”
“69% of enterprises have, or are planning
to implement graphs over next 12 months”
October, 2017
“The most widely stated
reason in the survey for
selecting Neo4j was
to drive innovation”
February, 2018
Critical Capabilities for DBMA
“In fact, the rapid rise of Neo4j and other graph
technologies may signal that data
connectedness is indeed a separate paradigm
from the model consolidation happening across
the rest of the NoSQL landscape.”
March, 2018
Analysts See Unique Benefits of Graphs
"Neo4j is the clear market leader in the graph space. It has the
most users, it uses a widely adopted language that is much easier
than Gremlin and in many respects, it has consistently been a lot
more innovative than its competitors.”
“It is the Oracle or SQL Server of the graph database world.”
March, 2019
"Our research suggests that graph databases have the
best chance to survive and thrive as a distinct
category (versus the other NoSQL models) because
connected data applications present serious performance
problems that only a specialized graph DB can solve.”
March, 2019
9
Graph Platform & Initiatives
10
Graph
Transactions
Graph
Analytics
Data Integration
Development
& Admin
Analytics
Tooling
Drivers & APIs Discovery & Visualization
Developers
Admins
Applications Business Users
Data Analysts
Data Scientists
Enterprise Data Hub
Native Graph Platform: Tools for Many Users
11
Collections-Focused
Multi-Model, Documents, Columns
& Simple Tables, Joins
Neo4j is designed for data relationships
Different Paradigms
NoSQL
Relational
DBMS
Neo4j Graph
Platform
Connections-Focused
Focused on
Data Relationships
Development Benefits
Easy model maintenance
Easy query
Deployment Benefits
Ultra high performance
Minimal resource usage
12
How Neo4j Fits — Common Architecture Patterns
From Disparate Silos
To Cross-Silo Connections
From Tabular Data
To Connected Data
From Data Lake Analytics
to Real-Time Operations
13
Graph & ML Algorithms in Neo4j+35
neo4j.com/
graph-algorithms-
book/
Pathfinding
& Search
Centrality /
Importance
Community
Detection
Link Prediction
Finds optimal paths
or evaluates route availability
and quality
Determines the importance of
distinct nodes in the network
Detects group clustering
or partition options
Evaluates how alike
nodes are
Estimates the likelihood of
nodes forming a future
relationship
Similarity
14
Neo4j Bloom
15
• Visualize
• Communicate
• Discover
• Navigate
• Isolate
• Edit
• Share
Graph Use Cases
16
17
Real-Time
Recommendations
Fraud
Detection
Network &
IT Operations
Master Data
Management
Knowledge
Graph
Identity & Access
Management
Common Graph Technology Use Cases
AirBnb
Business Problem
• Find relationships between people, accounts, shell companies
and offshore accounts
• Journalists are non-technical
• Biggest “Snowden-Style” document leak ever; 11.5 million
documents, 2.6TB of data
Solution and Benefits
• Pulitzer Prize winning investigation resulted in robust
coverage of fraud and corruption
• PM of Iceland & Pakistan resigned, exposed Putin, Prime
Ministers, gangsters, celebrities (Messi)
• Led to assassination of journalist in Malta
Background
• International Consortium of Investigative Journalists (ICIJ),
small team of data journalists
• International investigative team specializing in cross-border
crime, corruption and accountability of power
• Works regularly with leaks and large datasets
ICIJ Panama Papers INVESTIGATIVE JOURNALISM
Fraud Detection / Knowledge Graph18
ACCOUNT
HAS
REGISTE
RED
ADDRESS
PERSON
IS_OFFICER
_OF
PERSON
NAME
STREET
BANK
WITH
LIVES_
AT
LIVES_
AT
NAME
COMPANY
BANK
BAHAMAS
19
Bank
US
Account
Person
A
Company
Bank
Bahamas
Address
HAS
REGISTERED
IS_OFFICER_
OF
WITH
LIVES_AT
LIVES_AT
NODE
RELATIONSHIP
Person
B
20
Neo4j Customer Deep Dive
21
22
• Record “Cyber Monday” sales
• About 35M daily transactions
• Each transaction is 3-22 hops
• Queries executed in 4ms or less
• Replaced IBM Websphere commerce
• 300M pricing operations per day
• 10x transaction throughput on half the
hardware compared to Oracle
• Replaced Oracle database
• Large postal service with over 500k
employees
• Neo4j routes 7M+ packages daily at peak,
with peaks of 5,000+ routing operations per
second.
Handling Large Graph Work Loads for Enterprises
Real-time promotion
recommendations
Marriott’s Real-time
Pricing Engine
Handling Package
Routing in Real-Time
Background
• Largest Cable TV & Internet Provider in US
• 3rd Largest network on the planet
• xFi is consumer experience in 3M houses
• Internet, router, devices, security, voice & telephony
• Transformational customer experience
Business Problem
• Integrate all experience in a smart home
• Create innovative ideas based on cross-platform
and household member preferences
• Add integrated value of xFinity triple play & quad-
play services (internet, VoIP, cable TV & home
security)
Solution and Benefits
• Custom content per household member
• Security reminders (kids are home, garage left open)
• Serves millions of households
• Makes content recommendations based on
occupant, time of day, permissions and preferences
• Has Siri-like voice commands
COMCAST Xfinity xFi TELECOMMUNICATIONS
Smart Home / Internet of Things23
EE Customer since 2016 Q4
Thomson Reuters Graph
24
• Data Fusion for Portfolio Managers
• Graph layers
Background
• Personal shopping assistant
• Converses with buyer via text, picture and voice
to provide real-time recommendations
• Combines AI and natural language understanding
(NLU) in Neo4j Knowledge Graph
• First of many apps in eBay's AI Platform
Business Problem
• Improve personal context in online shopping
• Transform buyer-provided context into ideal
purchase recommendations over social platforms
• "Feels like talking to a friend"
Solution and Benefits
• 3 developers, 8M nodes, 20M relationships
• Needed high-performance traversals to respond
to live customer requests
• Easy to train new algorithms and grow model
• Generating revenue since launch
eBay for Google Assistant ONLINE RETAIL
Knowledge Graph powers Real-Time Recommendations25
EE Customer since 2016 Q3
Background
• Over 7M citizens suffer from Diabetes
• Connecting over 400 researchers
• Incorporates over 50 databases, 100k’s of Excel
workbooks, 30 database of biological samples
• Sought to examine disease from as many angles as
possible.
Business Problem
• Genes are connected by proteins or to metabolites,
and patients are connected with their diets, etc…
• Needed to improve the utilization of immensely
technical data
• Needed to cater to doctors and researchers with
simple navigation, communication and connections
of the graph.
Solution and Benefits
• Dr. Alexander Jarasch, Head of Bioinformatics and
Data Management
• Scientists can conduct parallel research without
asking the same questions or repeating tests
• Built views like a liver sample knowledge graph
DZD - German Center for Diabetes Research
Medical Genomic Research26
EE Customer since 2016 Q4
Thank You
27

More Related Content

What's hot

POLE Investigations with Neo4j
POLE Investigations with Neo4jPOLE Investigations with Neo4j
POLE Investigations with Neo4jNeo4j
 
Neo4j Spatial - Backing a GIS with a true graph database
Neo4j Spatial - Backing a GIS with a true graph databaseNeo4j Spatial - Backing a GIS with a true graph database
Neo4j Spatial - Backing a GIS with a true graph databaseCraig Taverner
 
Neo4j Graph Use Cases, Bruno Ungermann, Neo4j
Neo4j Graph Use Cases, Bruno Ungermann, Neo4jNeo4j Graph Use Cases, Bruno Ungermann, Neo4j
Neo4j Graph Use Cases, Bruno Ungermann, Neo4jNeo4j
 
Neo4j GraphSummit London - The Path To Success With Graph Database and Data S...
Neo4j GraphSummit London - The Path To Success With Graph Database and Data S...Neo4j GraphSummit London - The Path To Success With Graph Database and Data S...
Neo4j GraphSummit London - The Path To Success With Graph Database and Data S...Neo4j
 
RDBMS to Graph
RDBMS to GraphRDBMS to Graph
RDBMS to GraphNeo4j
 
Fraud Detection with Graphs at the Danish Business Authority
Fraud Detection with Graphs at the Danish Business AuthorityFraud Detection with Graphs at the Danish Business Authority
Fraud Detection with Graphs at the Danish Business AuthorityNeo4j
 
Neo4J : Introduction to Graph Database
Neo4J : Introduction to Graph DatabaseNeo4J : Introduction to Graph Database
Neo4J : Introduction to Graph DatabaseMindfire Solutions
 
Neo4j Demo: Using Knowledge Graphs to Classify Diabetes Patients (GlaxoSmithK...
Neo4j Demo: Using Knowledge Graphs to Classify Diabetes Patients (GlaxoSmithK...Neo4j Demo: Using Knowledge Graphs to Classify Diabetes Patients (GlaxoSmithK...
Neo4j Demo: Using Knowledge Graphs to Classify Diabetes Patients (GlaxoSmithK...Neo4j
 
Introduction: Relational to Graphs
Introduction: Relational to GraphsIntroduction: Relational to Graphs
Introduction: Relational to GraphsNeo4j
 
Neo4j Graph Platform Overview, Kurt Freytag, Neo4j
Neo4j Graph Platform Overview, Kurt Freytag, Neo4jNeo4j Graph Platform Overview, Kurt Freytag, Neo4j
Neo4j Graph Platform Overview, Kurt Freytag, Neo4jNeo4j
 
Smarter Fraud Detection With Graph Data Science
Smarter Fraud Detection With Graph Data ScienceSmarter Fraud Detection With Graph Data Science
Smarter Fraud Detection With Graph Data ScienceNeo4j
 
Adobe Behance Scales to Millions of Users at Lower TCO with Neo4j
Adobe Behance Scales to Millions of Users at Lower TCO with Neo4jAdobe Behance Scales to Millions of Users at Lower TCO with Neo4j
Adobe Behance Scales to Millions of Users at Lower TCO with Neo4jNeo4j
 
Intro to Graphs and Neo4j
Intro to Graphs and Neo4jIntro to Graphs and Neo4j
Intro to Graphs and Neo4jjexp
 
Neo4j GraphDay Seattle- Sept19- neo4j basic training
Neo4j GraphDay Seattle- Sept19- neo4j basic trainingNeo4j GraphDay Seattle- Sept19- neo4j basic training
Neo4j GraphDay Seattle- Sept19- neo4j basic trainingNeo4j
 
Get Started with the Most Advanced Edition Yet of Neo4j Graph Data Science
Get Started with the Most Advanced Edition Yet of Neo4j Graph Data ScienceGet Started with the Most Advanced Edition Yet of Neo4j Graph Data Science
Get Started with the Most Advanced Edition Yet of Neo4j Graph Data ScienceNeo4j
 
Workshop Tel Aviv - Graph Data Science
Workshop Tel Aviv - Graph Data ScienceWorkshop Tel Aviv - Graph Data Science
Workshop Tel Aviv - Graph Data ScienceNeo4j
 
Scaling into Billions of Nodes and Relationships with Neo4j Graph Data Science
Scaling into Billions of Nodes and Relationships with Neo4j Graph Data ScienceScaling into Billions of Nodes and Relationships with Neo4j Graph Data Science
Scaling into Billions of Nodes and Relationships with Neo4j Graph Data ScienceNeo4j
 
Full Stack Graph in the Cloud
Full Stack Graph in the CloudFull Stack Graph in the Cloud
Full Stack Graph in the CloudNeo4j
 
Applying Network Analytics in KYC
Applying Network Analytics in KYCApplying Network Analytics in KYC
Applying Network Analytics in KYCNeo4j
 

What's hot (20)

POLE Investigations with Neo4j
POLE Investigations with Neo4jPOLE Investigations with Neo4j
POLE Investigations with Neo4j
 
Neo4j Spatial - Backing a GIS with a true graph database
Neo4j Spatial - Backing a GIS with a true graph databaseNeo4j Spatial - Backing a GIS with a true graph database
Neo4j Spatial - Backing a GIS with a true graph database
 
Neo4j Graph Use Cases, Bruno Ungermann, Neo4j
Neo4j Graph Use Cases, Bruno Ungermann, Neo4jNeo4j Graph Use Cases, Bruno Ungermann, Neo4j
Neo4j Graph Use Cases, Bruno Ungermann, Neo4j
 
Neo4j GraphSummit London - The Path To Success With Graph Database and Data S...
Neo4j GraphSummit London - The Path To Success With Graph Database and Data S...Neo4j GraphSummit London - The Path To Success With Graph Database and Data S...
Neo4j GraphSummit London - The Path To Success With Graph Database and Data S...
 
RDBMS to Graph
RDBMS to GraphRDBMS to Graph
RDBMS to Graph
 
Fraud Detection with Graphs at the Danish Business Authority
Fraud Detection with Graphs at the Danish Business AuthorityFraud Detection with Graphs at the Danish Business Authority
Fraud Detection with Graphs at the Danish Business Authority
 
Neo4J : Introduction to Graph Database
Neo4J : Introduction to Graph DatabaseNeo4J : Introduction to Graph Database
Neo4J : Introduction to Graph Database
 
Neo4j Demo: Using Knowledge Graphs to Classify Diabetes Patients (GlaxoSmithK...
Neo4j Demo: Using Knowledge Graphs to Classify Diabetes Patients (GlaxoSmithK...Neo4j Demo: Using Knowledge Graphs to Classify Diabetes Patients (GlaxoSmithK...
Neo4j Demo: Using Knowledge Graphs to Classify Diabetes Patients (GlaxoSmithK...
 
Introduction: Relational to Graphs
Introduction: Relational to GraphsIntroduction: Relational to Graphs
Introduction: Relational to Graphs
 
Neo4j Graph Platform Overview, Kurt Freytag, Neo4j
Neo4j Graph Platform Overview, Kurt Freytag, Neo4jNeo4j Graph Platform Overview, Kurt Freytag, Neo4j
Neo4j Graph Platform Overview, Kurt Freytag, Neo4j
 
Smarter Fraud Detection With Graph Data Science
Smarter Fraud Detection With Graph Data ScienceSmarter Fraud Detection With Graph Data Science
Smarter Fraud Detection With Graph Data Science
 
Graph databases
Graph databasesGraph databases
Graph databases
 
Adobe Behance Scales to Millions of Users at Lower TCO with Neo4j
Adobe Behance Scales to Millions of Users at Lower TCO with Neo4jAdobe Behance Scales to Millions of Users at Lower TCO with Neo4j
Adobe Behance Scales to Millions of Users at Lower TCO with Neo4j
 
Intro to Graphs and Neo4j
Intro to Graphs and Neo4jIntro to Graphs and Neo4j
Intro to Graphs and Neo4j
 
Neo4j GraphDay Seattle- Sept19- neo4j basic training
Neo4j GraphDay Seattle- Sept19- neo4j basic trainingNeo4j GraphDay Seattle- Sept19- neo4j basic training
Neo4j GraphDay Seattle- Sept19- neo4j basic training
 
Get Started with the Most Advanced Edition Yet of Neo4j Graph Data Science
Get Started with the Most Advanced Edition Yet of Neo4j Graph Data ScienceGet Started with the Most Advanced Edition Yet of Neo4j Graph Data Science
Get Started with the Most Advanced Edition Yet of Neo4j Graph Data Science
 
Workshop Tel Aviv - Graph Data Science
Workshop Tel Aviv - Graph Data ScienceWorkshop Tel Aviv - Graph Data Science
Workshop Tel Aviv - Graph Data Science
 
Scaling into Billions of Nodes and Relationships with Neo4j Graph Data Science
Scaling into Billions of Nodes and Relationships with Neo4j Graph Data ScienceScaling into Billions of Nodes and Relationships with Neo4j Graph Data Science
Scaling into Billions of Nodes and Relationships with Neo4j Graph Data Science
 
Full Stack Graph in the Cloud
Full Stack Graph in the CloudFull Stack Graph in the Cloud
Full Stack Graph in the Cloud
 
Applying Network Analytics in KYC
Applying Network Analytics in KYCApplying Network Analytics in KYC
Applying Network Analytics in KYC
 

Similar to Introduction to Neo4j

Neo4j GraphTalks Oslo - Introduction to Graphs
Neo4j GraphTalks Oslo - Introduction to GraphsNeo4j GraphTalks Oslo - Introduction to Graphs
Neo4j GraphTalks Oslo - Introduction to GraphsNeo4j
 
Keynote: GraphTour Toronto
Keynote: GraphTour TorontoKeynote: GraphTour Toronto
Keynote: GraphTour TorontoNeo4j
 
AI, ML and Graph Algorithms: Real Life Use Cases with Neo4j
AI, ML and Graph Algorithms: Real Life Use Cases with Neo4jAI, ML and Graph Algorithms: Real Life Use Cases with Neo4j
AI, ML and Graph Algorithms: Real Life Use Cases with Neo4jIvan Zoratti
 
Introduction to Neo4j
Introduction to Neo4jIntroduction to Neo4j
Introduction to Neo4jNeo4j
 
State of the State: What’s Happening in the Database Market?
State of the State: What’s Happening in the Database Market?State of the State: What’s Happening in the Database Market?
State of the State: What’s Happening in the Database Market?Neo4j
 
A Connections-first Approach to Supply Chain Optimization
A Connections-first Approach to Supply Chain OptimizationA Connections-first Approach to Supply Chain Optimization
A Connections-first Approach to Supply Chain OptimizationNeo4j
 
State of the State: What’s Happening in the Database Market?
State of the State: What’s Happening in the Database Market?State of the State: What’s Happening in the Database Market?
State of the State: What’s Happening in the Database Market?Neo4j
 
Ketnote: GraphTour Boston
Ketnote: GraphTour BostonKetnote: GraphTour Boston
Ketnote: GraphTour BostonNeo4j
 
Neo4j GraphTalk Florence - Introduction to the Neo4j Graph Platform
Neo4j GraphTalk Florence - Introduction to the Neo4j Graph PlatformNeo4j GraphTalk Florence - Introduction to the Neo4j Graph Platform
Neo4j GraphTalk Florence - Introduction to the Neo4j Graph PlatformNeo4j
 
GraphTour Boston - State of the State: Database Market
GraphTour Boston - State of the State:  Database MarketGraphTour Boston - State of the State:  Database Market
GraphTour Boston - State of the State: Database MarketNeo4j
 
State of the State: What’s Happening in the Database Market?
State of the State: What’s Happening in the Database Market?State of the State: What’s Happening in the Database Market?
State of the State: What’s Happening in the Database Market?Neo4j
 
GraphTalks - Einführung in Graphdatenbanken
GraphTalks - Einführung in GraphdatenbankenGraphTalks - Einführung in Graphdatenbanken
GraphTalks - Einführung in GraphdatenbankenNeo4j
 
Neo4j GraphDay Seattle- Sept19- Connected data imperative
Neo4j GraphDay Seattle- Sept19- Connected data imperativeNeo4j GraphDay Seattle- Sept19- Connected data imperative
Neo4j GraphDay Seattle- Sept19- Connected data imperativeNeo4j
 
Connections Drive Digital Transformation
Connections Drive Digital TransformationConnections Drive Digital Transformation
Connections Drive Digital TransformationNeo4j
 
Digital Transformation and the Journey to a Highly Connected Enterprise
Digital Transformation and the Journey to a Highly Connected EnterpriseDigital Transformation and the Journey to a Highly Connected Enterprise
Digital Transformation and the Journey to a Highly Connected EnterpriseNeo4j
 
State of the State: What’s Happening in the Database Market?
State of the State: What’s Happening in the Database Market? State of the State: What’s Happening in the Database Market?
State of the State: What’s Happening in the Database Market? Neo4j
 
GraphTalks - Einführung
GraphTalks - EinführungGraphTalks - Einführung
GraphTalks - EinführungNeo4j
 
Geschäftliches Potential für System-Integratoren und Berater - Graphdatenban...
Geschäftliches Potential für System-Integratoren und Berater -  Graphdatenban...Geschäftliches Potential für System-Integratoren und Berater -  Graphdatenban...
Geschäftliches Potential für System-Integratoren und Berater - Graphdatenban...Neo4j
 
Neo4j GraphTour Toronto Opening Keynote
Neo4j GraphTour Toronto Opening KeynoteNeo4j GraphTour Toronto Opening Keynote
Neo4j GraphTour Toronto Opening KeynoteNeo4j
 
Neo4j GraphTalk Frankfurt - Einführung
Neo4j GraphTalk Frankfurt - EinführungNeo4j GraphTalk Frankfurt - Einführung
Neo4j GraphTalk Frankfurt - EinführungNeo4j
 

Similar to Introduction to Neo4j (20)

Neo4j GraphTalks Oslo - Introduction to Graphs
Neo4j GraphTalks Oslo - Introduction to GraphsNeo4j GraphTalks Oslo - Introduction to Graphs
Neo4j GraphTalks Oslo - Introduction to Graphs
 
Keynote: GraphTour Toronto
Keynote: GraphTour TorontoKeynote: GraphTour Toronto
Keynote: GraphTour Toronto
 
AI, ML and Graph Algorithms: Real Life Use Cases with Neo4j
AI, ML and Graph Algorithms: Real Life Use Cases with Neo4jAI, ML and Graph Algorithms: Real Life Use Cases with Neo4j
AI, ML and Graph Algorithms: Real Life Use Cases with Neo4j
 
Introduction to Neo4j
Introduction to Neo4jIntroduction to Neo4j
Introduction to Neo4j
 
State of the State: What’s Happening in the Database Market?
State of the State: What’s Happening in the Database Market?State of the State: What’s Happening in the Database Market?
State of the State: What’s Happening in the Database Market?
 
A Connections-first Approach to Supply Chain Optimization
A Connections-first Approach to Supply Chain OptimizationA Connections-first Approach to Supply Chain Optimization
A Connections-first Approach to Supply Chain Optimization
 
State of the State: What’s Happening in the Database Market?
State of the State: What’s Happening in the Database Market?State of the State: What’s Happening in the Database Market?
State of the State: What’s Happening in the Database Market?
 
Ketnote: GraphTour Boston
Ketnote: GraphTour BostonKetnote: GraphTour Boston
Ketnote: GraphTour Boston
 
Neo4j GraphTalk Florence - Introduction to the Neo4j Graph Platform
Neo4j GraphTalk Florence - Introduction to the Neo4j Graph PlatformNeo4j GraphTalk Florence - Introduction to the Neo4j Graph Platform
Neo4j GraphTalk Florence - Introduction to the Neo4j Graph Platform
 
GraphTour Boston - State of the State: Database Market
GraphTour Boston - State of the State:  Database MarketGraphTour Boston - State of the State:  Database Market
GraphTour Boston - State of the State: Database Market
 
State of the State: What’s Happening in the Database Market?
State of the State: What’s Happening in the Database Market?State of the State: What’s Happening in the Database Market?
State of the State: What’s Happening in the Database Market?
 
GraphTalks - Einführung in Graphdatenbanken
GraphTalks - Einführung in GraphdatenbankenGraphTalks - Einführung in Graphdatenbanken
GraphTalks - Einführung in Graphdatenbanken
 
Neo4j GraphDay Seattle- Sept19- Connected data imperative
Neo4j GraphDay Seattle- Sept19- Connected data imperativeNeo4j GraphDay Seattle- Sept19- Connected data imperative
Neo4j GraphDay Seattle- Sept19- Connected data imperative
 
Connections Drive Digital Transformation
Connections Drive Digital TransformationConnections Drive Digital Transformation
Connections Drive Digital Transformation
 
Digital Transformation and the Journey to a Highly Connected Enterprise
Digital Transformation and the Journey to a Highly Connected EnterpriseDigital Transformation and the Journey to a Highly Connected Enterprise
Digital Transformation and the Journey to a Highly Connected Enterprise
 
State of the State: What’s Happening in the Database Market?
State of the State: What’s Happening in the Database Market? State of the State: What’s Happening in the Database Market?
State of the State: What’s Happening in the Database Market?
 
GraphTalks - Einführung
GraphTalks - EinführungGraphTalks - Einführung
GraphTalks - Einführung
 
Geschäftliches Potential für System-Integratoren und Berater - Graphdatenban...
Geschäftliches Potential für System-Integratoren und Berater -  Graphdatenban...Geschäftliches Potential für System-Integratoren und Berater -  Graphdatenban...
Geschäftliches Potential für System-Integratoren und Berater - Graphdatenban...
 
Neo4j GraphTour Toronto Opening Keynote
Neo4j GraphTour Toronto Opening KeynoteNeo4j GraphTour Toronto Opening Keynote
Neo4j GraphTour Toronto Opening Keynote
 
Neo4j GraphTalk Frankfurt - Einführung
Neo4j GraphTalk Frankfurt - EinführungNeo4j GraphTalk Frankfurt - Einführung
Neo4j GraphTalk Frankfurt - Einführung
 

More from Neo4j

Workshop - Best of Both Worlds_ Combine KG and Vector search for enhanced R...
Workshop - Best of Both Worlds_ Combine  KG and Vector search for  enhanced R...Workshop - Best of Both Worlds_ Combine  KG and Vector search for  enhanced R...
Workshop - Best of Both Worlds_ Combine KG and Vector search for enhanced R...Neo4j
 
Neo4j - How KGs are shaping the future of Generative AI at AWS Summit London ...
Neo4j - How KGs are shaping the future of Generative AI at AWS Summit London ...Neo4j - How KGs are shaping the future of Generative AI at AWS Summit London ...
Neo4j - How KGs are shaping the future of Generative AI at AWS Summit London ...Neo4j
 
QIAGEN: Biomedical Knowledge Graphs for Data Scientists and Bioinformaticians
QIAGEN: Biomedical Knowledge Graphs for Data Scientists and BioinformaticiansQIAGEN: Biomedical Knowledge Graphs for Data Scientists and Bioinformaticians
QIAGEN: Biomedical Knowledge Graphs for Data Scientists and BioinformaticiansNeo4j
 
EY_Graph Database Powered Sustainability
EY_Graph Database Powered SustainabilityEY_Graph Database Powered Sustainability
EY_Graph Database Powered SustainabilityNeo4j
 
SIEMENS: RAPUNZEL – A Tale About Knowledge Graph
SIEMENS: RAPUNZEL – A Tale About Knowledge GraphSIEMENS: RAPUNZEL – A Tale About Knowledge Graph
SIEMENS: RAPUNZEL – A Tale About Knowledge GraphNeo4j
 
Build your next Gen AI Breakthrough - April 2024
Build your next Gen AI Breakthrough - April 2024Build your next Gen AI Breakthrough - April 2024
Build your next Gen AI Breakthrough - April 2024Neo4j
 
Connecting the Dots for Information Discovery.pdf
Connecting the Dots for Information Discovery.pdfConnecting the Dots for Information Discovery.pdf
Connecting the Dots for Information Discovery.pdfNeo4j
 
ISDEFE - GraphSummit Madrid - ARETA: Aviation Real-Time Emissions Token Accre...
ISDEFE - GraphSummit Madrid - ARETA: Aviation Real-Time Emissions Token Accre...ISDEFE - GraphSummit Madrid - ARETA: Aviation Real-Time Emissions Token Accre...
ISDEFE - GraphSummit Madrid - ARETA: Aviation Real-Time Emissions Token Accre...Neo4j
 
BBVA - GraphSummit Madrid - Caso de éxito en BBVA: Optimizando con grafos
BBVA - GraphSummit Madrid - Caso de éxito en BBVA: Optimizando con grafosBBVA - GraphSummit Madrid - Caso de éxito en BBVA: Optimizando con grafos
BBVA - GraphSummit Madrid - Caso de éxito en BBVA: Optimizando con grafosNeo4j
 
Graph Everywhere - Josep Taruella - Por qué Graph Data Science en tus modelos...
Graph Everywhere - Josep Taruella - Por qué Graph Data Science en tus modelos...Graph Everywhere - Josep Taruella - Por qué Graph Data Science en tus modelos...
Graph Everywhere - Josep Taruella - Por qué Graph Data Science en tus modelos...Neo4j
 
GraphSummit Madrid - Product Vision and Roadmap - Luis Salvador Neo4j
GraphSummit Madrid - Product Vision and Roadmap - Luis Salvador Neo4jGraphSummit Madrid - Product Vision and Roadmap - Luis Salvador Neo4j
GraphSummit Madrid - Product Vision and Roadmap - Luis Salvador Neo4jNeo4j
 
Neo4j_Exploring the Impact of Graph Technology on Financial Services.pdf
Neo4j_Exploring the Impact of Graph Technology on Financial Services.pdfNeo4j_Exploring the Impact of Graph Technology on Financial Services.pdf
Neo4j_Exploring the Impact of Graph Technology on Financial Services.pdfNeo4j
 
Rabobank_Exploring the Impact of Graph Technology on Financial Services.pdf
Rabobank_Exploring the Impact of Graph Technology on Financial Services.pdfRabobank_Exploring the Impact of Graph Technology on Financial Services.pdf
Rabobank_Exploring the Impact of Graph Technology on Financial Services.pdfNeo4j
 
Webinar - IA generativa e grafi Neo4j: RAG time!
Webinar - IA generativa e grafi Neo4j: RAG time!Webinar - IA generativa e grafi Neo4j: RAG time!
Webinar - IA generativa e grafi Neo4j: RAG time!Neo4j
 
IA Generativa y Grafos de Neo4j: RAG time
IA Generativa y Grafos de Neo4j: RAG timeIA Generativa y Grafos de Neo4j: RAG time
IA Generativa y Grafos de Neo4j: RAG timeNeo4j
 
Neo4j: Data Engineering for RAG (retrieval augmented generation)
Neo4j: Data Engineering for RAG (retrieval augmented generation)Neo4j: Data Engineering for RAG (retrieval augmented generation)
Neo4j: Data Engineering for RAG (retrieval augmented generation)Neo4j
 
Neo4j Graph Summit 2024 Workshop - EMEA - Breda_and_Munchen.pdf
Neo4j Graph Summit 2024 Workshop - EMEA - Breda_and_Munchen.pdfNeo4j Graph Summit 2024 Workshop - EMEA - Breda_and_Munchen.pdf
Neo4j Graph Summit 2024 Workshop - EMEA - Breda_and_Munchen.pdfNeo4j
 
Enabling GenAI Breakthroughs with Knowledge Graphs
Enabling GenAI Breakthroughs with Knowledge GraphsEnabling GenAI Breakthroughs with Knowledge Graphs
Enabling GenAI Breakthroughs with Knowledge GraphsNeo4j
 
Neo4j_Anurag Tandon_Product Vision and Roadmap.Benelux.pptx.pdf
Neo4j_Anurag Tandon_Product Vision and Roadmap.Benelux.pptx.pdfNeo4j_Anurag Tandon_Product Vision and Roadmap.Benelux.pptx.pdf
Neo4j_Anurag Tandon_Product Vision and Roadmap.Benelux.pptx.pdfNeo4j
 
Neo4j Jesus Barrasa The Art of the Possible with Graph
Neo4j Jesus Barrasa The Art of the Possible with GraphNeo4j Jesus Barrasa The Art of the Possible with Graph
Neo4j Jesus Barrasa The Art of the Possible with GraphNeo4j
 

More from Neo4j (20)

Workshop - Best of Both Worlds_ Combine KG and Vector search for enhanced R...
Workshop - Best of Both Worlds_ Combine  KG and Vector search for  enhanced R...Workshop - Best of Both Worlds_ Combine  KG and Vector search for  enhanced R...
Workshop - Best of Both Worlds_ Combine KG and Vector search for enhanced R...
 
Neo4j - How KGs are shaping the future of Generative AI at AWS Summit London ...
Neo4j - How KGs are shaping the future of Generative AI at AWS Summit London ...Neo4j - How KGs are shaping the future of Generative AI at AWS Summit London ...
Neo4j - How KGs are shaping the future of Generative AI at AWS Summit London ...
 
QIAGEN: Biomedical Knowledge Graphs for Data Scientists and Bioinformaticians
QIAGEN: Biomedical Knowledge Graphs for Data Scientists and BioinformaticiansQIAGEN: Biomedical Knowledge Graphs for Data Scientists and Bioinformaticians
QIAGEN: Biomedical Knowledge Graphs for Data Scientists and Bioinformaticians
 
EY_Graph Database Powered Sustainability
EY_Graph Database Powered SustainabilityEY_Graph Database Powered Sustainability
EY_Graph Database Powered Sustainability
 
SIEMENS: RAPUNZEL – A Tale About Knowledge Graph
SIEMENS: RAPUNZEL – A Tale About Knowledge GraphSIEMENS: RAPUNZEL – A Tale About Knowledge Graph
SIEMENS: RAPUNZEL – A Tale About Knowledge Graph
 
Build your next Gen AI Breakthrough - April 2024
Build your next Gen AI Breakthrough - April 2024Build your next Gen AI Breakthrough - April 2024
Build your next Gen AI Breakthrough - April 2024
 
Connecting the Dots for Information Discovery.pdf
Connecting the Dots for Information Discovery.pdfConnecting the Dots for Information Discovery.pdf
Connecting the Dots for Information Discovery.pdf
 
ISDEFE - GraphSummit Madrid - ARETA: Aviation Real-Time Emissions Token Accre...
ISDEFE - GraphSummit Madrid - ARETA: Aviation Real-Time Emissions Token Accre...ISDEFE - GraphSummit Madrid - ARETA: Aviation Real-Time Emissions Token Accre...
ISDEFE - GraphSummit Madrid - ARETA: Aviation Real-Time Emissions Token Accre...
 
BBVA - GraphSummit Madrid - Caso de éxito en BBVA: Optimizando con grafos
BBVA - GraphSummit Madrid - Caso de éxito en BBVA: Optimizando con grafosBBVA - GraphSummit Madrid - Caso de éxito en BBVA: Optimizando con grafos
BBVA - GraphSummit Madrid - Caso de éxito en BBVA: Optimizando con grafos
 
Graph Everywhere - Josep Taruella - Por qué Graph Data Science en tus modelos...
Graph Everywhere - Josep Taruella - Por qué Graph Data Science en tus modelos...Graph Everywhere - Josep Taruella - Por qué Graph Data Science en tus modelos...
Graph Everywhere - Josep Taruella - Por qué Graph Data Science en tus modelos...
 
GraphSummit Madrid - Product Vision and Roadmap - Luis Salvador Neo4j
GraphSummit Madrid - Product Vision and Roadmap - Luis Salvador Neo4jGraphSummit Madrid - Product Vision and Roadmap - Luis Salvador Neo4j
GraphSummit Madrid - Product Vision and Roadmap - Luis Salvador Neo4j
 
Neo4j_Exploring the Impact of Graph Technology on Financial Services.pdf
Neo4j_Exploring the Impact of Graph Technology on Financial Services.pdfNeo4j_Exploring the Impact of Graph Technology on Financial Services.pdf
Neo4j_Exploring the Impact of Graph Technology on Financial Services.pdf
 
Rabobank_Exploring the Impact of Graph Technology on Financial Services.pdf
Rabobank_Exploring the Impact of Graph Technology on Financial Services.pdfRabobank_Exploring the Impact of Graph Technology on Financial Services.pdf
Rabobank_Exploring the Impact of Graph Technology on Financial Services.pdf
 
Webinar - IA generativa e grafi Neo4j: RAG time!
Webinar - IA generativa e grafi Neo4j: RAG time!Webinar - IA generativa e grafi Neo4j: RAG time!
Webinar - IA generativa e grafi Neo4j: RAG time!
 
IA Generativa y Grafos de Neo4j: RAG time
IA Generativa y Grafos de Neo4j: RAG timeIA Generativa y Grafos de Neo4j: RAG time
IA Generativa y Grafos de Neo4j: RAG time
 
Neo4j: Data Engineering for RAG (retrieval augmented generation)
Neo4j: Data Engineering for RAG (retrieval augmented generation)Neo4j: Data Engineering for RAG (retrieval augmented generation)
Neo4j: Data Engineering for RAG (retrieval augmented generation)
 
Neo4j Graph Summit 2024 Workshop - EMEA - Breda_and_Munchen.pdf
Neo4j Graph Summit 2024 Workshop - EMEA - Breda_and_Munchen.pdfNeo4j Graph Summit 2024 Workshop - EMEA - Breda_and_Munchen.pdf
Neo4j Graph Summit 2024 Workshop - EMEA - Breda_and_Munchen.pdf
 
Enabling GenAI Breakthroughs with Knowledge Graphs
Enabling GenAI Breakthroughs with Knowledge GraphsEnabling GenAI Breakthroughs with Knowledge Graphs
Enabling GenAI Breakthroughs with Knowledge Graphs
 
Neo4j_Anurag Tandon_Product Vision and Roadmap.Benelux.pptx.pdf
Neo4j_Anurag Tandon_Product Vision and Roadmap.Benelux.pptx.pdfNeo4j_Anurag Tandon_Product Vision and Roadmap.Benelux.pptx.pdf
Neo4j_Anurag Tandon_Product Vision and Roadmap.Benelux.pptx.pdf
 
Neo4j Jesus Barrasa The Art of the Possible with Graph
Neo4j Jesus Barrasa The Art of the Possible with GraphNeo4j Jesus Barrasa The Art of the Possible with Graph
Neo4j Jesus Barrasa The Art of the Possible with Graph
 

Recently uploaded

Jual Obat Aborsi Surabaya ( Asli No.1 ) 085657271886 Obat Penggugur Kandungan...
Jual Obat Aborsi Surabaya ( Asli No.1 ) 085657271886 Obat Penggugur Kandungan...Jual Obat Aborsi Surabaya ( Asli No.1 ) 085657271886 Obat Penggugur Kandungan...
Jual Obat Aborsi Surabaya ( Asli No.1 ) 085657271886 Obat Penggugur Kandungan...ZurliaSoop
 
Call Girls Hsr Layout Just Call 👗 7737669865 👗 Top Class Call Girl Service Ba...
Call Girls Hsr Layout Just Call 👗 7737669865 👗 Top Class Call Girl Service Ba...Call Girls Hsr Layout Just Call 👗 7737669865 👗 Top Class Call Girl Service Ba...
Call Girls Hsr Layout Just Call 👗 7737669865 👗 Top Class Call Girl Service Ba...amitlee9823
 
➥🔝 7737669865 🔝▻ Bangalore Call-girls in Women Seeking Men 🔝Bangalore🔝 Esc...
➥🔝 7737669865 🔝▻ Bangalore Call-girls in Women Seeking Men  🔝Bangalore🔝   Esc...➥🔝 7737669865 🔝▻ Bangalore Call-girls in Women Seeking Men  🔝Bangalore🔝   Esc...
➥🔝 7737669865 🔝▻ Bangalore Call-girls in Women Seeking Men 🔝Bangalore🔝 Esc...amitlee9823
 
Thane Call Girls 7091864438 Call Girls in Thane Escort service book now -
Thane Call Girls 7091864438 Call Girls in Thane Escort service book now -Thane Call Girls 7091864438 Call Girls in Thane Escort service book now -
Thane Call Girls 7091864438 Call Girls in Thane Escort service book now -Pooja Nehwal
 
➥🔝 7737669865 🔝▻ Mathura Call-girls in Women Seeking Men 🔝Mathura🔝 Escorts...
➥🔝 7737669865 🔝▻ Mathura Call-girls in Women Seeking Men  🔝Mathura🔝   Escorts...➥🔝 7737669865 🔝▻ Mathura Call-girls in Women Seeking Men  🔝Mathura🔝   Escorts...
➥🔝 7737669865 🔝▻ Mathura Call-girls in Women Seeking Men 🔝Mathura🔝 Escorts...amitlee9823
 
➥🔝 7737669865 🔝▻ Thrissur Call-girls in Women Seeking Men 🔝Thrissur🔝 Escor...
➥🔝 7737669865 🔝▻ Thrissur Call-girls in Women Seeking Men  🔝Thrissur🔝   Escor...➥🔝 7737669865 🔝▻ Thrissur Call-girls in Women Seeking Men  🔝Thrissur🔝   Escor...
➥🔝 7737669865 🔝▻ Thrissur Call-girls in Women Seeking Men 🔝Thrissur🔝 Escor...amitlee9823
 
Digital Advertising Lecture for Advanced Digital & Social Media Strategy at U...
Digital Advertising Lecture for Advanced Digital & Social Media Strategy at U...Digital Advertising Lecture for Advanced Digital & Social Media Strategy at U...
Digital Advertising Lecture for Advanced Digital & Social Media Strategy at U...Valters Lauzums
 
Midocean dropshipping via API with DroFx
Midocean dropshipping via API with DroFxMidocean dropshipping via API with DroFx
Midocean dropshipping via API with DroFxolyaivanovalion
 
Capstone Project on IBM Data Analytics Program
Capstone Project on IBM Data Analytics ProgramCapstone Project on IBM Data Analytics Program
Capstone Project on IBM Data Analytics ProgramMoniSankarHazra
 
➥🔝 7737669865 🔝▻ Dindigul Call-girls in Women Seeking Men 🔝Dindigul🔝 Escor...
➥🔝 7737669865 🔝▻ Dindigul Call-girls in Women Seeking Men  🔝Dindigul🔝   Escor...➥🔝 7737669865 🔝▻ Dindigul Call-girls in Women Seeking Men  🔝Dindigul🔝   Escor...
➥🔝 7737669865 🔝▻ Dindigul Call-girls in Women Seeking Men 🔝Dindigul🔝 Escor...amitlee9823
 
Call Girls In Attibele ☎ 7737669865 🥵 Book Your One night Stand
Call Girls In Attibele ☎ 7737669865 🥵 Book Your One night StandCall Girls In Attibele ☎ 7737669865 🥵 Book Your One night Stand
Call Girls In Attibele ☎ 7737669865 🥵 Book Your One night Standamitlee9823
 
Call Girls Indiranagar Just Call 👗 7737669865 👗 Top Class Call Girl Service B...
Call Girls Indiranagar Just Call 👗 7737669865 👗 Top Class Call Girl Service B...Call Girls Indiranagar Just Call 👗 7737669865 👗 Top Class Call Girl Service B...
Call Girls Indiranagar Just Call 👗 7737669865 👗 Top Class Call Girl Service B...amitlee9823
 
Probability Grade 10 Third Quarter Lessons
Probability Grade 10 Third Quarter LessonsProbability Grade 10 Third Quarter Lessons
Probability Grade 10 Third Quarter LessonsJoseMangaJr1
 
Call Girls in Sarai Kale Khan Delhi 💯 Call Us 🔝9205541914 🔝( Delhi) Escorts S...
Call Girls in Sarai Kale Khan Delhi 💯 Call Us 🔝9205541914 🔝( Delhi) Escorts S...Call Girls in Sarai Kale Khan Delhi 💯 Call Us 🔝9205541914 🔝( Delhi) Escorts S...
Call Girls in Sarai Kale Khan Delhi 💯 Call Us 🔝9205541914 🔝( Delhi) Escorts S...Delhi Call girls
 
April 2024 - Crypto Market Report's Analysis
April 2024 - Crypto Market Report's AnalysisApril 2024 - Crypto Market Report's Analysis
April 2024 - Crypto Market Report's Analysismanisha194592
 
Call me @ 9892124323 Cheap Rate Call Girls in Vashi with Real Photo 100% Secure
Call me @ 9892124323  Cheap Rate Call Girls in Vashi with Real Photo 100% SecureCall me @ 9892124323  Cheap Rate Call Girls in Vashi with Real Photo 100% Secure
Call me @ 9892124323 Cheap Rate Call Girls in Vashi with Real Photo 100% SecurePooja Nehwal
 
Call Girls Indiranagar Just Call 👗 9155563397 👗 Top Class Call Girl Service B...
Call Girls Indiranagar Just Call 👗 9155563397 👗 Top Class Call Girl Service B...Call Girls Indiranagar Just Call 👗 9155563397 👗 Top Class Call Girl Service B...
Call Girls Indiranagar Just Call 👗 9155563397 👗 Top Class Call Girl Service B...only4webmaster01
 
5CL-ADBA,5cladba, Chinese supplier, safety is guaranteed
5CL-ADBA,5cladba, Chinese supplier, safety is guaranteed5CL-ADBA,5cladba, Chinese supplier, safety is guaranteed
5CL-ADBA,5cladba, Chinese supplier, safety is guaranteedamy56318795
 

Recently uploaded (20)

Predicting Loan Approval: A Data Science Project
Predicting Loan Approval: A Data Science ProjectPredicting Loan Approval: A Data Science Project
Predicting Loan Approval: A Data Science Project
 
Jual Obat Aborsi Surabaya ( Asli No.1 ) 085657271886 Obat Penggugur Kandungan...
Jual Obat Aborsi Surabaya ( Asli No.1 ) 085657271886 Obat Penggugur Kandungan...Jual Obat Aborsi Surabaya ( Asli No.1 ) 085657271886 Obat Penggugur Kandungan...
Jual Obat Aborsi Surabaya ( Asli No.1 ) 085657271886 Obat Penggugur Kandungan...
 
Call Girls Hsr Layout Just Call 👗 7737669865 👗 Top Class Call Girl Service Ba...
Call Girls Hsr Layout Just Call 👗 7737669865 👗 Top Class Call Girl Service Ba...Call Girls Hsr Layout Just Call 👗 7737669865 👗 Top Class Call Girl Service Ba...
Call Girls Hsr Layout Just Call 👗 7737669865 👗 Top Class Call Girl Service Ba...
 
➥🔝 7737669865 🔝▻ Bangalore Call-girls in Women Seeking Men 🔝Bangalore🔝 Esc...
➥🔝 7737669865 🔝▻ Bangalore Call-girls in Women Seeking Men  🔝Bangalore🔝   Esc...➥🔝 7737669865 🔝▻ Bangalore Call-girls in Women Seeking Men  🔝Bangalore🔝   Esc...
➥🔝 7737669865 🔝▻ Bangalore Call-girls in Women Seeking Men 🔝Bangalore🔝 Esc...
 
Thane Call Girls 7091864438 Call Girls in Thane Escort service book now -
Thane Call Girls 7091864438 Call Girls in Thane Escort service book now -Thane Call Girls 7091864438 Call Girls in Thane Escort service book now -
Thane Call Girls 7091864438 Call Girls in Thane Escort service book now -
 
➥🔝 7737669865 🔝▻ Mathura Call-girls in Women Seeking Men 🔝Mathura🔝 Escorts...
➥🔝 7737669865 🔝▻ Mathura Call-girls in Women Seeking Men  🔝Mathura🔝   Escorts...➥🔝 7737669865 🔝▻ Mathura Call-girls in Women Seeking Men  🔝Mathura🔝   Escorts...
➥🔝 7737669865 🔝▻ Mathura Call-girls in Women Seeking Men 🔝Mathura🔝 Escorts...
 
➥🔝 7737669865 🔝▻ Thrissur Call-girls in Women Seeking Men 🔝Thrissur🔝 Escor...
➥🔝 7737669865 🔝▻ Thrissur Call-girls in Women Seeking Men  🔝Thrissur🔝   Escor...➥🔝 7737669865 🔝▻ Thrissur Call-girls in Women Seeking Men  🔝Thrissur🔝   Escor...
➥🔝 7737669865 🔝▻ Thrissur Call-girls in Women Seeking Men 🔝Thrissur🔝 Escor...
 
CHEAP Call Girls in Saket (-DELHI )🔝 9953056974🔝(=)/CALL GIRLS SERVICE
CHEAP Call Girls in Saket (-DELHI )🔝 9953056974🔝(=)/CALL GIRLS SERVICECHEAP Call Girls in Saket (-DELHI )🔝 9953056974🔝(=)/CALL GIRLS SERVICE
CHEAP Call Girls in Saket (-DELHI )🔝 9953056974🔝(=)/CALL GIRLS SERVICE
 
Digital Advertising Lecture for Advanced Digital & Social Media Strategy at U...
Digital Advertising Lecture for Advanced Digital & Social Media Strategy at U...Digital Advertising Lecture for Advanced Digital & Social Media Strategy at U...
Digital Advertising Lecture for Advanced Digital & Social Media Strategy at U...
 
Midocean dropshipping via API with DroFx
Midocean dropshipping via API with DroFxMidocean dropshipping via API with DroFx
Midocean dropshipping via API with DroFx
 
Capstone Project on IBM Data Analytics Program
Capstone Project on IBM Data Analytics ProgramCapstone Project on IBM Data Analytics Program
Capstone Project on IBM Data Analytics Program
 
➥🔝 7737669865 🔝▻ Dindigul Call-girls in Women Seeking Men 🔝Dindigul🔝 Escor...
➥🔝 7737669865 🔝▻ Dindigul Call-girls in Women Seeking Men  🔝Dindigul🔝   Escor...➥🔝 7737669865 🔝▻ Dindigul Call-girls in Women Seeking Men  🔝Dindigul🔝   Escor...
➥🔝 7737669865 🔝▻ Dindigul Call-girls in Women Seeking Men 🔝Dindigul🔝 Escor...
 
Call Girls In Attibele ☎ 7737669865 🥵 Book Your One night Stand
Call Girls In Attibele ☎ 7737669865 🥵 Book Your One night StandCall Girls In Attibele ☎ 7737669865 🥵 Book Your One night Stand
Call Girls In Attibele ☎ 7737669865 🥵 Book Your One night Stand
 
Call Girls Indiranagar Just Call 👗 7737669865 👗 Top Class Call Girl Service B...
Call Girls Indiranagar Just Call 👗 7737669865 👗 Top Class Call Girl Service B...Call Girls Indiranagar Just Call 👗 7737669865 👗 Top Class Call Girl Service B...
Call Girls Indiranagar Just Call 👗 7737669865 👗 Top Class Call Girl Service B...
 
Probability Grade 10 Third Quarter Lessons
Probability Grade 10 Third Quarter LessonsProbability Grade 10 Third Quarter Lessons
Probability Grade 10 Third Quarter Lessons
 
Call Girls in Sarai Kale Khan Delhi 💯 Call Us 🔝9205541914 🔝( Delhi) Escorts S...
Call Girls in Sarai Kale Khan Delhi 💯 Call Us 🔝9205541914 🔝( Delhi) Escorts S...Call Girls in Sarai Kale Khan Delhi 💯 Call Us 🔝9205541914 🔝( Delhi) Escorts S...
Call Girls in Sarai Kale Khan Delhi 💯 Call Us 🔝9205541914 🔝( Delhi) Escorts S...
 
April 2024 - Crypto Market Report's Analysis
April 2024 - Crypto Market Report's AnalysisApril 2024 - Crypto Market Report's Analysis
April 2024 - Crypto Market Report's Analysis
 
Call me @ 9892124323 Cheap Rate Call Girls in Vashi with Real Photo 100% Secure
Call me @ 9892124323  Cheap Rate Call Girls in Vashi with Real Photo 100% SecureCall me @ 9892124323  Cheap Rate Call Girls in Vashi with Real Photo 100% Secure
Call me @ 9892124323 Cheap Rate Call Girls in Vashi with Real Photo 100% Secure
 
Call Girls Indiranagar Just Call 👗 9155563397 👗 Top Class Call Girl Service B...
Call Girls Indiranagar Just Call 👗 9155563397 👗 Top Class Call Girl Service B...Call Girls Indiranagar Just Call 👗 9155563397 👗 Top Class Call Girl Service B...
Call Girls Indiranagar Just Call 👗 9155563397 👗 Top Class Call Girl Service B...
 
5CL-ADBA,5cladba, Chinese supplier, safety is guaranteed
5CL-ADBA,5cladba, Chinese supplier, safety is guaranteed5CL-ADBA,5cladba, Chinese supplier, safety is guaranteed
5CL-ADBA,5cladba, Chinese supplier, safety is guaranteed
 

Introduction to Neo4j

  • 2. Neo4j is an enterprise-grade native graph platform that enables you to: • Store, reveal and query data relationships • Traverse and analyze any levels of depth in real-time • Add context and connect new data on the fly Who We Are: Leader in Graph Innovations • Performance • ACID Transactions • Schema-free Agility • Graph Algorithms Designed, built and tested natively for graphs from the start for: • Developer Productivity • Hardware Efficiency • Global Scale • Graph Adoption Graph Transactions Graph Analytics Data Integration Development & Admin Analytics Tooling Drivers & APIs Discovery & Visualization 2
  • 3. 720+ 7/10 12/25 8/10 53K+ 100+ 300+ 450+ Adoption Top Retail Firms Top Financial Firms Top Software Vendors Customers Partners • Creator of the Neo4j Graph Platform • ~250 employees • HQ in Silicon Valley, other offices include London, Munich, Paris and Malmö Sweden • $80M new funding led by Morgan Stanley & One Peak. Total $160M from Fidelity, Sunstone, Conor, Creandum, and Greenbridge Capital • Over 15M+ open source downloads & container pulls • 325+ enterprise subscription customers with over half with >$1B in revenue Ecosystem Startups in program Enterprise customers Partners Meet up members Events per year Industry’s Largest Dedicated Investment in Graphs Neo4j - The Graph Company 3
  • 4. Networks of People Knows Knows Knows Knows Business Processes Bought Bought Viewed Returned Bought Knowledge Networks Plays Lives_in In_sport Likes Fan_of Plays_for E.g., Risk management, Supply chain, Payments E.g., Employees, Customers, Suppliers, Partners, Influencers E.g., Enterprise content, Domain specific content, eCommerce content Data connections are increasing as rapidly as data volumes The Rise of Connections in Data Electronic Networks On-prem & cloud computing, Cellular, Telco & Internet, IoT 4
  • 5. 5 Graph Databases are Designed for Connected Data TRADITIONAL DATABASES BIG DATA TECHNOLOGY Store and retrieve data Aggregate and filter data Connections in data Real time storage & retrieval Real-Time Connected Insights Long running queries aggregation & filtering “Our Neo4j solution is literally thousands of times faster than the prior MySQL solution, with queries that require 10-100 times less code” Volker Pacher, Senior Developer Up to 3 Max # of hops 1 Millions
  • 6. CAR DRIVES name: “Dan” born: May 29, 1970 twitter: “@dan” name: “Ann” born: Dec 5, 1975 since: Jan 10, 2011 brand: “Volvo” model: “V70” Latitude: 37.5629900° Longitude: -122.3255300° Nodes • Can have Labels to classify nodes • Labels have native indexes Relationships • Relate nodes by type and direction Properties • Attributes of Nodes & Relationships • Stored as Name/Value pairs • Can have indexes and composite indexes • Visibility security by user/role Neo4j Invented the Labeled Property Graph Model MARRIED TO LIVES WITH OW NS PERSON PERSON 6
  • 7. Strictly ConfidentialStrictly Confidential 7 Neo4j Is Helping The World To Make Sense of Data ICIJ used Neo4j to uncover the world’s largest journalistic leak to date, The Panama Papers NASA uses Neo4j for a “Lessons Learned” database to improve effectiveness in search missions in space Neo4j is used to graph the human body, map correlations, identify cause & effect and search for the cure for cancer SAVING DEMOCRACY MISSION TO MARS CURING CANCER
  • 8. Recommendations Dynamic Pricing IoT-applicationsFraud Detection Real-Time Transaction Applications Generate and Protect Revenue Customer Engagement Metadata and Advanced Analytics Data Lake Integration Knowledge Graphs for AI Risk Mitigation Generate Actionable Insights Network Management Supply Chain Efficiency Identity and Access Management Internal Business Processes Improve Efficiency and Cut Costs 8 Graph Use Cases by Value Proposition
  • 9. "Neo4j continues to dominate the graph database market.” “69% of enterprises have, or are planning to implement graphs over next 12 months” October, 2017 “The most widely stated reason in the survey for selecting Neo4j was to drive innovation” February, 2018 Critical Capabilities for DBMA “In fact, the rapid rise of Neo4j and other graph technologies may signal that data connectedness is indeed a separate paradigm from the model consolidation happening across the rest of the NoSQL landscape.” March, 2018 Analysts See Unique Benefits of Graphs "Neo4j is the clear market leader in the graph space. It has the most users, it uses a widely adopted language that is much easier than Gremlin and in many respects, it has consistently been a lot more innovative than its competitors.” “It is the Oracle or SQL Server of the graph database world.” March, 2019 "Our research suggests that graph databases have the best chance to survive and thrive as a distinct category (versus the other NoSQL models) because connected data applications present serious performance problems that only a specialized graph DB can solve.” March, 2019 9
  • 10. Graph Platform & Initiatives 10
  • 11. Graph Transactions Graph Analytics Data Integration Development & Admin Analytics Tooling Drivers & APIs Discovery & Visualization Developers Admins Applications Business Users Data Analysts Data Scientists Enterprise Data Hub Native Graph Platform: Tools for Many Users 11
  • 12. Collections-Focused Multi-Model, Documents, Columns & Simple Tables, Joins Neo4j is designed for data relationships Different Paradigms NoSQL Relational DBMS Neo4j Graph Platform Connections-Focused Focused on Data Relationships Development Benefits Easy model maintenance Easy query Deployment Benefits Ultra high performance Minimal resource usage 12
  • 13. How Neo4j Fits — Common Architecture Patterns From Disparate Silos To Cross-Silo Connections From Tabular Data To Connected Data From Data Lake Analytics to Real-Time Operations 13
  • 14. Graph & ML Algorithms in Neo4j+35 neo4j.com/ graph-algorithms- book/ Pathfinding & Search Centrality / Importance Community Detection Link Prediction Finds optimal paths or evaluates route availability and quality Determines the importance of distinct nodes in the network Detects group clustering or partition options Evaluates how alike nodes are Estimates the likelihood of nodes forming a future relationship Similarity 14
  • 15. Neo4j Bloom 15 • Visualize • Communicate • Discover • Navigate • Isolate • Edit • Share
  • 17. 17 Real-Time Recommendations Fraud Detection Network & IT Operations Master Data Management Knowledge Graph Identity & Access Management Common Graph Technology Use Cases AirBnb
  • 18. Business Problem • Find relationships between people, accounts, shell companies and offshore accounts • Journalists are non-technical • Biggest “Snowden-Style” document leak ever; 11.5 million documents, 2.6TB of data Solution and Benefits • Pulitzer Prize winning investigation resulted in robust coverage of fraud and corruption • PM of Iceland & Pakistan resigned, exposed Putin, Prime Ministers, gangsters, celebrities (Messi) • Led to assassination of journalist in Malta Background • International Consortium of Investigative Journalists (ICIJ), small team of data journalists • International investigative team specializing in cross-border crime, corruption and accountability of power • Works regularly with leaks and large datasets ICIJ Panama Papers INVESTIGATIVE JOURNALISM Fraud Detection / Knowledge Graph18
  • 22. 22 • Record “Cyber Monday” sales • About 35M daily transactions • Each transaction is 3-22 hops • Queries executed in 4ms or less • Replaced IBM Websphere commerce • 300M pricing operations per day • 10x transaction throughput on half the hardware compared to Oracle • Replaced Oracle database • Large postal service with over 500k employees • Neo4j routes 7M+ packages daily at peak, with peaks of 5,000+ routing operations per second. Handling Large Graph Work Loads for Enterprises Real-time promotion recommendations Marriott’s Real-time Pricing Engine Handling Package Routing in Real-Time
  • 23. Background • Largest Cable TV & Internet Provider in US • 3rd Largest network on the planet • xFi is consumer experience in 3M houses • Internet, router, devices, security, voice & telephony • Transformational customer experience Business Problem • Integrate all experience in a smart home • Create innovative ideas based on cross-platform and household member preferences • Add integrated value of xFinity triple play & quad- play services (internet, VoIP, cable TV & home security) Solution and Benefits • Custom content per household member • Security reminders (kids are home, garage left open) • Serves millions of households • Makes content recommendations based on occupant, time of day, permissions and preferences • Has Siri-like voice commands COMCAST Xfinity xFi TELECOMMUNICATIONS Smart Home / Internet of Things23 EE Customer since 2016 Q4
  • 24. Thomson Reuters Graph 24 • Data Fusion for Portfolio Managers • Graph layers
  • 25. Background • Personal shopping assistant • Converses with buyer via text, picture and voice to provide real-time recommendations • Combines AI and natural language understanding (NLU) in Neo4j Knowledge Graph • First of many apps in eBay's AI Platform Business Problem • Improve personal context in online shopping • Transform buyer-provided context into ideal purchase recommendations over social platforms • "Feels like talking to a friend" Solution and Benefits • 3 developers, 8M nodes, 20M relationships • Needed high-performance traversals to respond to live customer requests • Easy to train new algorithms and grow model • Generating revenue since launch eBay for Google Assistant ONLINE RETAIL Knowledge Graph powers Real-Time Recommendations25 EE Customer since 2016 Q3
  • 26. Background • Over 7M citizens suffer from Diabetes • Connecting over 400 researchers • Incorporates over 50 databases, 100k’s of Excel workbooks, 30 database of biological samples • Sought to examine disease from as many angles as possible. Business Problem • Genes are connected by proteins or to metabolites, and patients are connected with their diets, etc… • Needed to improve the utilization of immensely technical data • Needed to cater to doctors and researchers with simple navigation, communication and connections of the graph. Solution and Benefits • Dr. Alexander Jarasch, Head of Bioinformatics and Data Management • Scientists can conduct parallel research without asking the same questions or repeating tests • Built views like a liver sample knowledge graph DZD - German Center for Diabetes Research Medical Genomic Research26 EE Customer since 2016 Q4