SlideShare a Scribd company logo
1 of 54
Download to read offline
Next-Generation Solutions
with Neo4j
GraphTalk - Helsinki - 3rd October 2018
Dr. Jesús Barrasa - @BarrasaDV
Director Telecom Solutions
Two of the world’s three largest CSPs
have chosen to adopt Neo4j to build
mission critical solutions.
Half of the 2018 leaders of the Gartner
Magic Quadrant for OSS embed Neo4j in
their key products.
Two of the Top five US multichannel video
service providers have chosen Neo4j to
build key customer centric solutions
IoT OSS/BSS
Governance &
Metadata Mgmnt
IAM &
Fraud Analysis
Common Graph Use Cases in Telco
Digital
Transformation
• Smart Homes • Assurance
• Fulfilment
• CRM/Support
• Planning &
Optimisation
• Regulatory
compliance
• Data Lineage
• Consent Mgmnt
• Identity &
Access Mgmnt
• CJA / CEM
• Customer 360
• Eligibility Engine
why?
Shared Requirements
Capture Complexity
Allow Flexibility
High Performance
Bridge Business - IT gap
Rich, Dynamic, human
friendly Graph Model on
a Native Graph Platform
”Graph analysis is possibly the single most effective
competitive differentiator for organisations pursuing
data-driven operations and decisions“
Graph Thinking
Audience Experiment:
Dependency modelling
Look at this data…
Element Depends On
A B
A C
A D
C H
D J
E F
E G
F J
G L
H I
J N
J M
L M
Element Depends On
A B
A C
A D
C H
D J
E F
E G
F J
G L
H I
J N
J M
L M
Time challenge #1: Does A depend on F ?
?
Look at this data again…
Time challenge #2: Does E depend on M ?
?
M
E
MATCH (a:Element { id: “A”})
MATCH p = (a)-[:DEPENDS_ON*]->(n { id: “N”})

RETURN p
SELECT
d1.ElementId, d2.ElementId, d3.ElementId 

FROM dpndncs AS d1
INNER JOIN dpndncs AS d2
ON d1.dependsOnElemId = d2.ElemId
INNER JOIN dpndncs AS d3
ON d2.dependsOnElemId = d3.ElemId
… <arbitrary number of joins>…

WHERE d1.ElementId = “A”
AND d3.ElementId = “N”
Element Depends On
A B
A C
A D
C H
D J
E F
E G
F J
G L
H I
J N
J M
L M
Does X depend on Y ?
Is X affected by a failure in Y?
Does X depend on Y ?
=
Things get more complicated: Detecting SPOFs
Detect the SPOF for Element E
(spof)<-[:DEPENDS_ON*]-(x:Element)-[:DEPENDS_ON*]->(spof)
Detect the SPOF on a graph?
SPOF on tables anyone ?
ElemId dependsOnElemId
A B
A C
A D
C H
D J
E F
E G
F J
G L
H I
J N
J M
L M
Service
Assurance
Traffic
Engineering
We have a complex multilayer network and
we have two problems: 1. Design + Planning
2. Fault Management
Build me a graph!
Route oriented Model
Shortest/most efficient path from A to B
Find diverse routes between A and B
Route oriented Model
Dependency oriented Model
Dependency oriented Model
Dual Model
Neo4j
Bloom
Custom Viz
Third party BI tool
Neo4j Browser
Traffic Engineering
Diverse Routing
?
Traffic Engineering
Diverse Routing
Path Analysis
Least cost path from A to B
+
Dependency Analysis
No shared underlying
resources
Network Planning Example
CALL spatial.closest('l1', $origin , 0.3) YIELD node AS oN
CALL spatial.closest(‘l1', $dest , 0.3) YIELD node AS dN
MATCH shortest = shortestPath((oN)-[r:LINK*..5]-(dN))
RETURN *
Combining Geospatial with path exploration
CALL spatial.closest('l1', $origin , 0.3) YIELD node AS oN
CALL spatial.closest(‘l1', $dest , 0.3) YIELD node AS dN
MATCH shortest = shortestPath((oN)-[r:LINK*..5]-(dN))
RETURN *
Combining Geospatial with path exploration
CALL spatial.closest('l1', $origin , 0.3) YIELD node AS oN
CALL spatial.closest(‘l1', $dest , 0.3) YIELD node AS dN
MATCH shortest = shortestPath((oN)-[r:LINK*..5]-(dN))
RETURN *
Combining Geospatial with path exploration
CALL spatial.closest('l1', $origin , 0.3) YIELD node AS oN
CALL spatial.closest(‘l1', $dest , 0.3) YIELD node AS dN
MATCH shortest = shortestPath((oN)-[r:LINK*..5]-(dN))
RETURN *
Combining Geospatial with path exploration
🏦 :DEPENDS_ON
:DEPENDS_ON
:DEPENDS_ON
IF/AX2431
💥
Customer
Event Correlation
Event Prioritisation
Fault Management
(Deep) Impact/Root Cause Analysis
MATCH (fe:Link { linkId: $id})<-[:CARRIED_BY*]-(s:Service)
RETURN max(s.priority) AS severity
(Deep) Impact/Root Cause Analysis
{ alarmType: “LOS”,
notifyingEntity: “IF/AX/0/3”, …}
Graph Size: ~50M nodes (avg depth: 6)Graph Size: ~1K nodes (avg depth: 5)
Simulation: 128 clients, synchronous requests with1ms wait between requests
AT SCALE
50000x increase in size of dataset -> 1.14x impact in query performance
Graph Native Matters!!!
(Deep) Impact/Root Cause Analysis
Customer Journey Analysis
What is CJA?
4
Why is CJA important?
Because customers…
have an improved opinion of businesses that
remember previous interactions with them
value personalised and relevant information
Why is CJA important?
Because organisations…
want to give managers an overview of the
customer’s experience
want to uncover and solve gaps between
channels, departments, devices... bringing
significant business value
Three recurring concepts:
CUSTOMER
TIME
MULTICHANNEL
The tool: Customer Journey Maps
“ Journey maps are based largely on the assumption
that customer experience is unchanging and
controllable, and thus can be captured as a
standardised process. But a customer’s journey isn’t a
simple and finite series of steps: it’s a complex and
sometimes contradictory set of interactions over
multiple channels. Map that! ”
Jonathan Browne. Forrester Research
ActiveCJM on Neo4j
Visualisable
Flexible & Dynamic
Agile
Actionable
Identification of key milestones in
relevant journeys
JOURNEY
DISCOVERY/DESIGN
Identifying & connecting relevant
data sources
DATA COLLECTION
Construction of automated DD
integrations.
-> Next best action, Notifications,
Recommendations, etc
BUILD AUTOMATED
INTERACTIONS
Demo
CRM
Service
Usage
Helpdesk
Incidents &
service
perf.
Marketing
Automated
Processing
Analysis Active Predictive Model
Recommendations
Next Best Accion
Active
CJM
Conclusions
Graph thinking : Rethink your problem as a graph
Graph: Efficient / flexible / expressive
representation of your data
Graph Native Matters!
Neo4j platform gives you a head start
Kiitos!

More Related Content

What's hot

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
 
Operationalize Your Linked Data
Operationalize Your Linked DataOperationalize Your Linked Data
Operationalize Your Linked DataMatt Turner
 
Paths to more personal and collaborative knowledge graphs
Paths to more personal and collaborative knowledge graphsPaths to more personal and collaborative knowledge graphs
Paths to more personal and collaborative knowledge graphsAlan Morrison
 
II-SDV 2012 Merging Information from Structured and Unstructured Information ...
II-SDV 2012 Merging Information from Structured and Unstructured Information ...II-SDV 2012 Merging Information from Structured and Unstructured Information ...
II-SDV 2012 Merging Information from Structured and Unstructured Information ...Dr. Haxel Consult
 
II-SDV 2012 Actionable Intelligence for the Whole Enterprise
II-SDV 2012 Actionable Intelligence for the Whole EnterpriseII-SDV 2012 Actionable Intelligence for the Whole Enterprise
II-SDV 2012 Actionable Intelligence for the Whole EnterpriseDr. Haxel Consult
 
Data-centric market status, case studies and outlook
Data-centric market status, case studies and outlookData-centric market status, case studies and outlook
Data-centric market status, case studies and outlookAlan Morrison
 
Data-centric design and the knowledge graph
Data-centric design and the knowledge graphData-centric design and the knowledge graph
Data-centric design and the knowledge graphAlan Morrison
 
The boom in Xaas and the knowledge graph
The boom in Xaas and the knowledge graphThe boom in Xaas and the knowledge graph
The boom in Xaas and the knowledge graphAlan Morrison
 
GDPR: Leverage the Power of Graphs
GDPR: Leverage the Power of GraphsGDPR: Leverage the Power of Graphs
GDPR: Leverage the Power of GraphsNeo4j
 
THE GOOD, THE BAD, THE DATA - Artificial Intelligence and Robotic Process Aut...
THE GOOD, THE BAD, THE DATA - Artificial Intelligence and Robotic Process Aut...THE GOOD, THE BAD, THE DATA - Artificial Intelligence and Robotic Process Aut...
THE GOOD, THE BAD, THE DATA - Artificial Intelligence and Robotic Process Aut...Ken O'Connor
 
Data-Centric Business Transformation Using Knowledge Graphs
Data-Centric Business Transformation Using Knowledge GraphsData-Centric Business Transformation Using Knowledge Graphs
Data-Centric Business Transformation Using Knowledge GraphsAlan Morrison
 
Modernizing the Analytics and Data Science Lifecycle for the Scalable Enterpr...
Modernizing the Analytics and Data Science Lifecycle for the Scalable Enterpr...Modernizing the Analytics and Data Science Lifecycle for the Scalable Enterpr...
Modernizing the Analytics and Data Science Lifecycle for the Scalable Enterpr...Data Con LA
 
Data centric business and knowledge graph trends
Data centric business and knowledge graph trendsData centric business and knowledge graph trends
Data centric business and knowledge graph trendsAlan Morrison
 
Scaling the mirrorworld with knowledge graphs
Scaling the mirrorworld with knowledge graphsScaling the mirrorworld with knowledge graphs
Scaling the mirrorworld with knowledge graphsAlan Morrison
 
Enabling the data driven enterprise
Enabling the data driven enterpriseEnabling the data driven enterprise
Enabling the data driven enterprisermikkilineni
 
II-SDV 2012 Towards Unified Access Systems for Data Exploration
II-SDV 2012 Towards Unified Access Systems for Data ExplorationII-SDV 2012 Towards Unified Access Systems for Data Exploration
II-SDV 2012 Towards Unified Access Systems for Data ExplorationDr. Haxel Consult
 
BlueBrain Nexus Technical Introduction
BlueBrain Nexus Technical IntroductionBlueBrain Nexus Technical Introduction
BlueBrain Nexus Technical IntroductionBogdan Roman
 
Building Information Modelling (BIM)
Building Information Modelling (BIM)Building Information Modelling (BIM)
Building Information Modelling (BIM)Prince Dakpoe
 
Smart Data Webinar: Machine Learning Update
Smart Data Webinar: Machine Learning UpdateSmart Data Webinar: Machine Learning Update
Smart Data Webinar: Machine Learning UpdateDATAVERSITY
 
GraphTour - How to Build Next-Generation Solutions using Graph Databases
GraphTour - How to Build Next-Generation Solutions using Graph DatabasesGraphTour - How to Build Next-Generation Solutions using Graph Databases
GraphTour - How to Build Next-Generation Solutions using Graph DatabasesNeo4j
 

What's hot (20)

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
 
Operationalize Your Linked Data
Operationalize Your Linked DataOperationalize Your Linked Data
Operationalize Your Linked Data
 
Paths to more personal and collaborative knowledge graphs
Paths to more personal and collaborative knowledge graphsPaths to more personal and collaborative knowledge graphs
Paths to more personal and collaborative knowledge graphs
 
II-SDV 2012 Merging Information from Structured and Unstructured Information ...
II-SDV 2012 Merging Information from Structured and Unstructured Information ...II-SDV 2012 Merging Information from Structured and Unstructured Information ...
II-SDV 2012 Merging Information from Structured and Unstructured Information ...
 
II-SDV 2012 Actionable Intelligence for the Whole Enterprise
II-SDV 2012 Actionable Intelligence for the Whole EnterpriseII-SDV 2012 Actionable Intelligence for the Whole Enterprise
II-SDV 2012 Actionable Intelligence for the Whole Enterprise
 
Data-centric market status, case studies and outlook
Data-centric market status, case studies and outlookData-centric market status, case studies and outlook
Data-centric market status, case studies and outlook
 
Data-centric design and the knowledge graph
Data-centric design and the knowledge graphData-centric design and the knowledge graph
Data-centric design and the knowledge graph
 
The boom in Xaas and the knowledge graph
The boom in Xaas and the knowledge graphThe boom in Xaas and the knowledge graph
The boom in Xaas and the knowledge graph
 
GDPR: Leverage the Power of Graphs
GDPR: Leverage the Power of GraphsGDPR: Leverage the Power of Graphs
GDPR: Leverage the Power of Graphs
 
THE GOOD, THE BAD, THE DATA - Artificial Intelligence and Robotic Process Aut...
THE GOOD, THE BAD, THE DATA - Artificial Intelligence and Robotic Process Aut...THE GOOD, THE BAD, THE DATA - Artificial Intelligence and Robotic Process Aut...
THE GOOD, THE BAD, THE DATA - Artificial Intelligence and Robotic Process Aut...
 
Data-Centric Business Transformation Using Knowledge Graphs
Data-Centric Business Transformation Using Knowledge GraphsData-Centric Business Transformation Using Knowledge Graphs
Data-Centric Business Transformation Using Knowledge Graphs
 
Modernizing the Analytics and Data Science Lifecycle for the Scalable Enterpr...
Modernizing the Analytics and Data Science Lifecycle for the Scalable Enterpr...Modernizing the Analytics and Data Science Lifecycle for the Scalable Enterpr...
Modernizing the Analytics and Data Science Lifecycle for the Scalable Enterpr...
 
Data centric business and knowledge graph trends
Data centric business and knowledge graph trendsData centric business and knowledge graph trends
Data centric business and knowledge graph trends
 
Scaling the mirrorworld with knowledge graphs
Scaling the mirrorworld with knowledge graphsScaling the mirrorworld with knowledge graphs
Scaling the mirrorworld with knowledge graphs
 
Enabling the data driven enterprise
Enabling the data driven enterpriseEnabling the data driven enterprise
Enabling the data driven enterprise
 
II-SDV 2012 Towards Unified Access Systems for Data Exploration
II-SDV 2012 Towards Unified Access Systems for Data ExplorationII-SDV 2012 Towards Unified Access Systems for Data Exploration
II-SDV 2012 Towards Unified Access Systems for Data Exploration
 
BlueBrain Nexus Technical Introduction
BlueBrain Nexus Technical IntroductionBlueBrain Nexus Technical Introduction
BlueBrain Nexus Technical Introduction
 
Building Information Modelling (BIM)
Building Information Modelling (BIM)Building Information Modelling (BIM)
Building Information Modelling (BIM)
 
Smart Data Webinar: Machine Learning Update
Smart Data Webinar: Machine Learning UpdateSmart Data Webinar: Machine Learning Update
Smart Data Webinar: Machine Learning Update
 
GraphTour - How to Build Next-Generation Solutions using Graph Databases
GraphTour - How to Build Next-Generation Solutions using Graph DatabasesGraphTour - How to Build Next-Generation Solutions using Graph Databases
GraphTour - How to Build Next-Generation Solutions using Graph Databases
 

Similar to Neo4j GraphTalk Helsinki - Next-Gerneation Telecommunication Solutions with Neo4j

Transform Your Telecom Operations with Graph Technologies
Transform Your Telecom Operations with Graph TechnologiesTransform Your Telecom Operations with Graph Technologies
Transform Your Telecom Operations with Graph TechnologiesNeo4j
 
Graph-enabled network automation solutions with Neo4j
Graph-enabled network automation solutions with Neo4jGraph-enabled network automation solutions with Neo4j
Graph-enabled network automation solutions with Neo4jNeo4j
 
Graph Database Use Cases - StampedeCon 2015
Graph Database Use Cases - StampedeCon 2015Graph Database Use Cases - StampedeCon 2015
Graph Database Use Cases - StampedeCon 2015StampedeCon
 
Graph database Use Cases
Graph database Use CasesGraph database Use Cases
Graph database Use CasesMax De Marzi
 
SPAR 2015 - Civil Maps Presentation by Sravan Puttagunta
SPAR 2015 - Civil Maps Presentation by Sravan PuttaguntaSPAR 2015 - Civil Maps Presentation by Sravan Puttagunta
SPAR 2015 - Civil Maps Presentation by Sravan PuttaguntaSravan Puttagunta
 
Intuit Financial Data Platform Microservices Journey
Intuit Financial Data Platform Microservices JourneyIntuit Financial Data Platform Microservices Journey
Intuit Financial Data Platform Microservices JourneyMadhu Chetuparambil
 
Network and IT Ops Series: Build Production Solutions
Network and IT Ops Series: Build Production Solutions Network and IT Ops Series: Build Production Solutions
Network and IT Ops Series: Build Production Solutions Neo4j
 
Introduction to the Open Source HPCC Systems Platform by Arjuna Chala
Introduction to the Open Source HPCC Systems Platform by Arjuna ChalaIntroduction to the Open Source HPCC Systems Platform by Arjuna Chala
Introduction to the Open Source HPCC Systems Platform by Arjuna ChalaHPCC Systems
 
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
 
Neo4j Graph Data Science - Webinar
Neo4j Graph Data Science - WebinarNeo4j Graph Data Science - Webinar
Neo4j Graph Data Science - WebinarNeo4j
 
Data Con LA 2022 - Building Field-level Lineage from Scratch for Modern Data ...
Data Con LA 2022 - Building Field-level Lineage from Scratch for Modern Data ...Data Con LA 2022 - Building Field-level Lineage from Scratch for Modern Data ...
Data Con LA 2022 - Building Field-level Lineage from Scratch for Modern Data ...Data Con LA
 
Neo4j GraphTalks Munich - Graph-based Metadata Managament & Data Governance
Neo4j GraphTalks Munich - Graph-based Metadata Managament & Data GovernanceNeo4j GraphTalks Munich - Graph-based Metadata Managament & Data Governance
Neo4j GraphTalks Munich - Graph-based Metadata Managament & Data GovernanceNeo4j
 
Dell NVIDIA AI Powered Transformation in Financial Services Webinar
Dell NVIDIA AI Powered Transformation in Financial Services WebinarDell NVIDIA AI Powered Transformation in Financial Services Webinar
Dell NVIDIA AI Powered Transformation in Financial Services WebinarBill Wong
 
Family tree of data – provenance and neo4j
Family tree of data – provenance and neo4jFamily tree of data – provenance and neo4j
Family tree of data – provenance and neo4jM. David Allen
 
Cisco Connect 2018 Thailand - Cisco aci delivering intent for data center net...
Cisco Connect 2018 Thailand - Cisco aci delivering intent for data center net...Cisco Connect 2018 Thailand - Cisco aci delivering intent for data center net...
Cisco Connect 2018 Thailand - Cisco aci delivering intent for data center net...NetworkCollaborators
 
Definition of project profiles to streamline MBSE deployment efforts
Definition of project profiles to streamline MBSE deployment effortsDefinition of project profiles to streamline MBSE deployment efforts
Definition of project profiles to streamline MBSE deployment effortsObeo
 
Optimizing Your Supply Chain with the Neo4j Graph
Optimizing Your Supply Chain with the Neo4j GraphOptimizing Your Supply Chain with the Neo4j Graph
Optimizing Your Supply Chain with the Neo4j GraphNeo4j
 

Similar to Neo4j GraphTalk Helsinki - Next-Gerneation Telecommunication Solutions with Neo4j (20)

Transform Your Telecom Operations with Graph Technologies
Transform Your Telecom Operations with Graph TechnologiesTransform Your Telecom Operations with Graph Technologies
Transform Your Telecom Operations with Graph Technologies
 
Graph-enabled network automation solutions with Neo4j
Graph-enabled network automation solutions with Neo4jGraph-enabled network automation solutions with Neo4j
Graph-enabled network automation solutions with Neo4j
 
Graph Database Use Cases - StampedeCon 2015
Graph Database Use Cases - StampedeCon 2015Graph Database Use Cases - StampedeCon 2015
Graph Database Use Cases - StampedeCon 2015
 
Graph database Use Cases
Graph database Use CasesGraph database Use Cases
Graph database Use Cases
 
Smart App@Pivotal by Dat Tran
Smart App@Pivotal by Dat TranSmart App@Pivotal by Dat Tran
Smart App@Pivotal by Dat Tran
 
SPAR 2015 - Civil Maps Presentation by Sravan Puttagunta
SPAR 2015 - Civil Maps Presentation by Sravan PuttaguntaSPAR 2015 - Civil Maps Presentation by Sravan Puttagunta
SPAR 2015 - Civil Maps Presentation by Sravan Puttagunta
 
6620handout5o
6620handout5o6620handout5o
6620handout5o
 
Intuit Financial Data Platform Microservices Journey
Intuit Financial Data Platform Microservices JourneyIntuit Financial Data Platform Microservices Journey
Intuit Financial Data Platform Microservices Journey
 
Network and IT Ops Series: Build Production Solutions
Network and IT Ops Series: Build Production Solutions Network and IT Ops Series: Build Production Solutions
Network and IT Ops Series: Build Production Solutions
 
Introduction to the Open Source HPCC Systems Platform by Arjuna Chala
Introduction to the Open Source HPCC Systems Platform by Arjuna ChalaIntroduction to the Open Source HPCC Systems Platform by Arjuna Chala
Introduction to the Open Source HPCC Systems Platform by Arjuna Chala
 
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
 
Resume_Vignesh_ThulasiDass
Resume_Vignesh_ThulasiDass Resume_Vignesh_ThulasiDass
Resume_Vignesh_ThulasiDass
 
Neo4j Graph Data Science - Webinar
Neo4j Graph Data Science - WebinarNeo4j Graph Data Science - Webinar
Neo4j Graph Data Science - Webinar
 
Data Con LA 2022 - Building Field-level Lineage from Scratch for Modern Data ...
Data Con LA 2022 - Building Field-level Lineage from Scratch for Modern Data ...Data Con LA 2022 - Building Field-level Lineage from Scratch for Modern Data ...
Data Con LA 2022 - Building Field-level Lineage from Scratch for Modern Data ...
 
Neo4j GraphTalks Munich - Graph-based Metadata Managament & Data Governance
Neo4j GraphTalks Munich - Graph-based Metadata Managament & Data GovernanceNeo4j GraphTalks Munich - Graph-based Metadata Managament & Data Governance
Neo4j GraphTalks Munich - Graph-based Metadata Managament & Data Governance
 
Dell NVIDIA AI Powered Transformation in Financial Services Webinar
Dell NVIDIA AI Powered Transformation in Financial Services WebinarDell NVIDIA AI Powered Transformation in Financial Services Webinar
Dell NVIDIA AI Powered Transformation in Financial Services Webinar
 
Family tree of data – provenance and neo4j
Family tree of data – provenance and neo4jFamily tree of data – provenance and neo4j
Family tree of data – provenance and neo4j
 
Cisco Connect 2018 Thailand - Cisco aci delivering intent for data center net...
Cisco Connect 2018 Thailand - Cisco aci delivering intent for data center net...Cisco Connect 2018 Thailand - Cisco aci delivering intent for data center net...
Cisco Connect 2018 Thailand - Cisco aci delivering intent for data center net...
 
Definition of project profiles to streamline MBSE deployment efforts
Definition of project profiles to streamline MBSE deployment effortsDefinition of project profiles to streamline MBSE deployment efforts
Definition of project profiles to streamline MBSE deployment efforts
 
Optimizing Your Supply Chain with the Neo4j Graph
Optimizing Your Supply Chain with the Neo4j GraphOptimizing Your Supply Chain with the Neo4j Graph
Optimizing Your Supply Chain with the Neo4j Graph
 

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

Unblocking The Main Thread Solving ANRs and Frozen Frames
Unblocking The Main Thread Solving ANRs and Frozen FramesUnblocking The Main Thread Solving ANRs and Frozen Frames
Unblocking The Main Thread Solving ANRs and Frozen FramesSinan KOZAK
 
Understanding the Laravel MVC Architecture
Understanding the Laravel MVC ArchitectureUnderstanding the Laravel MVC Architecture
Understanding the Laravel MVC ArchitecturePixlogix Infotech
 
Pigging Solutions in Pet Food Manufacturing
Pigging Solutions in Pet Food ManufacturingPigging Solutions in Pet Food Manufacturing
Pigging Solutions in Pet Food ManufacturingPigging Solutions
 
APIForce Zurich 5 April Automation LPDG
APIForce Zurich 5 April  Automation LPDGAPIForce Zurich 5 April  Automation LPDG
APIForce Zurich 5 April Automation LPDGMarianaLemus7
 
New from BookNet Canada for 2024: BNC BiblioShare - Tech Forum 2024
New from BookNet Canada for 2024: BNC BiblioShare - Tech Forum 2024New from BookNet Canada for 2024: BNC BiblioShare - Tech Forum 2024
New from BookNet Canada for 2024: BNC BiblioShare - Tech Forum 2024BookNet Canada
 
08448380779 Call Girls In Friends Colony Women Seeking Men
08448380779 Call Girls In Friends Colony Women Seeking Men08448380779 Call Girls In Friends Colony Women Seeking Men
08448380779 Call Girls In Friends Colony Women Seeking MenDelhi Call girls
 
Pigging Solutions Piggable Sweeping Elbows
Pigging Solutions Piggable Sweeping ElbowsPigging Solutions Piggable Sweeping Elbows
Pigging Solutions Piggable Sweeping ElbowsPigging Solutions
 
Unlocking the Potential of the Cloud for IBM Power Systems
Unlocking the Potential of the Cloud for IBM Power SystemsUnlocking the Potential of the Cloud for IBM Power Systems
Unlocking the Potential of the Cloud for IBM Power SystemsPrecisely
 
Benefits Of Flutter Compared To Other Frameworks
Benefits Of Flutter Compared To Other FrameworksBenefits Of Flutter Compared To Other Frameworks
Benefits Of Flutter Compared To Other FrameworksSoftradix Technologies
 
Breaking the Kubernetes Kill Chain: Host Path Mount
Breaking the Kubernetes Kill Chain: Host Path MountBreaking the Kubernetes Kill Chain: Host Path Mount
Breaking the Kubernetes Kill Chain: Host Path MountPuma Security, LLC
 
SQL Database Design For Developers at php[tek] 2024
SQL Database Design For Developers at php[tek] 2024SQL Database Design For Developers at php[tek] 2024
SQL Database Design For Developers at php[tek] 2024Scott Keck-Warren
 
Key Features Of Token Development (1).pptx
Key  Features Of Token  Development (1).pptxKey  Features Of Token  Development (1).pptx
Key Features Of Token Development (1).pptxLBM Solutions
 
Presentation on how to chat with PDF using ChatGPT code interpreter
Presentation on how to chat with PDF using ChatGPT code interpreterPresentation on how to chat with PDF using ChatGPT code interpreter
Presentation on how to chat with PDF using ChatGPT code interpreternaman860154
 
The Codex of Business Writing Software for Real-World Solutions 2.pptx
The Codex of Business Writing Software for Real-World Solutions 2.pptxThe Codex of Business Writing Software for Real-World Solutions 2.pptx
The Codex of Business Writing Software for Real-World Solutions 2.pptxMalak Abu Hammad
 
Advanced Test Driven-Development @ php[tek] 2024
Advanced Test Driven-Development @ php[tek] 2024Advanced Test Driven-Development @ php[tek] 2024
Advanced Test Driven-Development @ php[tek] 2024Scott Keck-Warren
 
Injustice - Developers Among Us (SciFiDevCon 2024)
Injustice - Developers Among Us (SciFiDevCon 2024)Injustice - Developers Among Us (SciFiDevCon 2024)
Injustice - Developers Among Us (SciFiDevCon 2024)Allon Mureinik
 
08448380779 Call Girls In Diplomatic Enclave Women Seeking Men
08448380779 Call Girls In Diplomatic Enclave Women Seeking Men08448380779 Call Girls In Diplomatic Enclave Women Seeking Men
08448380779 Call Girls In Diplomatic Enclave Women Seeking MenDelhi Call girls
 
Automating Business Process via MuleSoft Composer | Bangalore MuleSoft Meetup...
Automating Business Process via MuleSoft Composer | Bangalore MuleSoft Meetup...Automating Business Process via MuleSoft Composer | Bangalore MuleSoft Meetup...
Automating Business Process via MuleSoft Composer | Bangalore MuleSoft Meetup...shyamraj55
 
Designing IA for AI - Information Architecture Conference 2024
Designing IA for AI - Information Architecture Conference 2024Designing IA for AI - Information Architecture Conference 2024
Designing IA for AI - Information Architecture Conference 2024Enterprise Knowledge
 

Recently uploaded (20)

Unblocking The Main Thread Solving ANRs and Frozen Frames
Unblocking The Main Thread Solving ANRs and Frozen FramesUnblocking The Main Thread Solving ANRs and Frozen Frames
Unblocking The Main Thread Solving ANRs and Frozen Frames
 
E-Vehicle_Hacking_by_Parul Sharma_null_owasp.pptx
E-Vehicle_Hacking_by_Parul Sharma_null_owasp.pptxE-Vehicle_Hacking_by_Parul Sharma_null_owasp.pptx
E-Vehicle_Hacking_by_Parul Sharma_null_owasp.pptx
 
Understanding the Laravel MVC Architecture
Understanding the Laravel MVC ArchitectureUnderstanding the Laravel MVC Architecture
Understanding the Laravel MVC Architecture
 
Pigging Solutions in Pet Food Manufacturing
Pigging Solutions in Pet Food ManufacturingPigging Solutions in Pet Food Manufacturing
Pigging Solutions in Pet Food Manufacturing
 
APIForce Zurich 5 April Automation LPDG
APIForce Zurich 5 April  Automation LPDGAPIForce Zurich 5 April  Automation LPDG
APIForce Zurich 5 April Automation LPDG
 
New from BookNet Canada for 2024: BNC BiblioShare - Tech Forum 2024
New from BookNet Canada for 2024: BNC BiblioShare - Tech Forum 2024New from BookNet Canada for 2024: BNC BiblioShare - Tech Forum 2024
New from BookNet Canada for 2024: BNC BiblioShare - Tech Forum 2024
 
08448380779 Call Girls In Friends Colony Women Seeking Men
08448380779 Call Girls In Friends Colony Women Seeking Men08448380779 Call Girls In Friends Colony Women Seeking Men
08448380779 Call Girls In Friends Colony Women Seeking Men
 
Pigging Solutions Piggable Sweeping Elbows
Pigging Solutions Piggable Sweeping ElbowsPigging Solutions Piggable Sweeping Elbows
Pigging Solutions Piggable Sweeping Elbows
 
Unlocking the Potential of the Cloud for IBM Power Systems
Unlocking the Potential of the Cloud for IBM Power SystemsUnlocking the Potential of the Cloud for IBM Power Systems
Unlocking the Potential of the Cloud for IBM Power Systems
 
Benefits Of Flutter Compared To Other Frameworks
Benefits Of Flutter Compared To Other FrameworksBenefits Of Flutter Compared To Other Frameworks
Benefits Of Flutter Compared To Other Frameworks
 
Breaking the Kubernetes Kill Chain: Host Path Mount
Breaking the Kubernetes Kill Chain: Host Path MountBreaking the Kubernetes Kill Chain: Host Path Mount
Breaking the Kubernetes Kill Chain: Host Path Mount
 
SQL Database Design For Developers at php[tek] 2024
SQL Database Design For Developers at php[tek] 2024SQL Database Design For Developers at php[tek] 2024
SQL Database Design For Developers at php[tek] 2024
 
Key Features Of Token Development (1).pptx
Key  Features Of Token  Development (1).pptxKey  Features Of Token  Development (1).pptx
Key Features Of Token Development (1).pptx
 
Presentation on how to chat with PDF using ChatGPT code interpreter
Presentation on how to chat with PDF using ChatGPT code interpreterPresentation on how to chat with PDF using ChatGPT code interpreter
Presentation on how to chat with PDF using ChatGPT code interpreter
 
The Codex of Business Writing Software for Real-World Solutions 2.pptx
The Codex of Business Writing Software for Real-World Solutions 2.pptxThe Codex of Business Writing Software for Real-World Solutions 2.pptx
The Codex of Business Writing Software for Real-World Solutions 2.pptx
 
Advanced Test Driven-Development @ php[tek] 2024
Advanced Test Driven-Development @ php[tek] 2024Advanced Test Driven-Development @ php[tek] 2024
Advanced Test Driven-Development @ php[tek] 2024
 
Injustice - Developers Among Us (SciFiDevCon 2024)
Injustice - Developers Among Us (SciFiDevCon 2024)Injustice - Developers Among Us (SciFiDevCon 2024)
Injustice - Developers Among Us (SciFiDevCon 2024)
 
08448380779 Call Girls In Diplomatic Enclave Women Seeking Men
08448380779 Call Girls In Diplomatic Enclave Women Seeking Men08448380779 Call Girls In Diplomatic Enclave Women Seeking Men
08448380779 Call Girls In Diplomatic Enclave Women Seeking Men
 
Automating Business Process via MuleSoft Composer | Bangalore MuleSoft Meetup...
Automating Business Process via MuleSoft Composer | Bangalore MuleSoft Meetup...Automating Business Process via MuleSoft Composer | Bangalore MuleSoft Meetup...
Automating Business Process via MuleSoft Composer | Bangalore MuleSoft Meetup...
 
Designing IA for AI - Information Architecture Conference 2024
Designing IA for AI - Information Architecture Conference 2024Designing IA for AI - Information Architecture Conference 2024
Designing IA for AI - Information Architecture Conference 2024
 

Neo4j GraphTalk Helsinki - Next-Gerneation Telecommunication Solutions with Neo4j