Keynote GraphTour Europe 2019, Emil Eifrem, CEO &amp; Co-Founder Neo4j

In this 60-minute conversation with IDC, we will highlight the momentum and reasons why a graph data platform is a breakthrough solution for businesses in need of a flexible data model. Please join Mohit Sagar, Group Managing Director of CIO Network, as he hosts the conversation with Dr. Christopher Lee Marshall, Associate VP at IDC, and Nik Vora, Vice President of APAC at Neo4. During this very exciting discussion, you'll discover the insights and knowledge unlocked with the graph data platform.

GraphTour Europe 2019: Keynote GraphTour Europe 2019, Emil Eifrem, CEO & Co-Founder Neo4j

Software

Agenda
• Graphs 101
• State of the Graph Union
• The Future of Graphs

Frederik Obermaier, Süddeutsche Zeitung, on the
importance of networks in journalism. From Panel at
Columbia University Feb 23, 2018.
“I’ve only come
across 3 or 4
stories in my
career that
weren’t about
networks.”

ACCOUNT
HAS
REGISTERED
ADDRESS
PERSON
IS_OFFICER_OF
PERSON
NAME
STREET
BANK
WITH
LIVES_AT
LIVES_AT
NAME
COMPANY
BANK
BAHAMAS
2.6 TB
11.5 million documents
Emails, Scanned Documents,
Bank Statements etc…

2.6 TB
11.5 million documents
Emails, Scanned Documents,
Bank Statements etc… Person B
Bank US
Account
123
Person A
Acme Inc
Bank
Bahamas
Address X
HAS_ACCOUNT
REGISTERED
IS_OFFICER_OF
WITH
LIVES_AT
LIVES_AT
NODE
RELATIONSHIP

2.6 TB
11.5 million documents
Emails, Scanned Documents,
Bank Statements etc…

Common Graph Use Cases
Fraud
Detection
Real-Time
Recommendations
Network & IT
Operations
Master Data
Management
Knowledge
Graph
Identity & Access
Management

Common Graph Use Cases
airbnb
Fraud
Detection
Real-Time
Recommendations
Network & IT
Operations
Master Data
Management
Knowledge
Graph
Identity & Access
Management

“Forrester estimates that over
25% of enterprises will be using
graph databases by 2017.”
Forrester, 2014

Popularity of Graphs
DB-engines Ranking of Database Categories
• Graph DBMS
• Key-value stores
• Document stores
• Wide column store
• RDF stores
• Time stores
• Native XML DBMS
• Object oriented DBMS
• Multivalue DBMS
• Relational DBMS
Graph DB
2013 2014 2015 2016 2017 2018 2019

>50%of enterprises were using
graph databases
In 2017
Source: Forrester Vendor Landscape:
Graph Databases, October 6, 2017

Trend No. 5: Graph
…
The application of graph processing and graph DBMSs will grow at 100
percent annually through 2022 to continuously accelerate data
preparation and enable more complex and adaptive data science.
…
Graph analytics will grow in the next few years due to the need to ask
complex questions across complex data, which is not always
practical or even possible at scale using SQL queries.
https://www.gartner.com/en/newsroom/press-releases/2019-02-18-gartner-identiﬁes-top-10-data-and-analytics-technolo
February 18, 2019

Retail
7 of top 10
Finance
20 of top 25 7 of top 10
Software
Hospitality
3 of top 5
Telco
4 of top 5
Airlines
3 of top 5
Logistics
3 of top 5
76%
FORTUNE 100
have adopted or
are piloting Neo4j

News: Neo4j Startup Program Expansion
• Free access for startups with up to 50 employees; 
under $3M in revenue
• Neo4j Enterprise Edition
• Neo4j Bloom
• Apply at http://neo4j.com/startup-program
• Notable alumni include:
Medium

EVIDENCE
BASED
MACHINE
LEARNING SYSTEMS
PRESCRIPTE
ANALYTICS
NATURAL LANGUAGE GENERATION
“Yankees”
“Giants”
“Penguins”
“Jets”
“Bears”
“Red Soxs”
NLP/TEXT MINING
PREDICITVE
ANALYTICS
RECOMMENDATION
ENGINES
DEEP
LEARNING

Graphs Provide Connections
& Context for AI

FATHER_OF DRIVE
WORKS_ATM
ARRIED_TO
PLAYS
WATCHES
BORN_IN

Decisions
Machine Learning Pipeline
Data records
(“Features”)

“Increasingly we're learning that you can make
better predictions about people by getting
all the information from their friends and
their friends’ friends than you can from the
information you have about the person
themselves”
— Dr. James Fowler

Decisions
Machine Learning Pipeline
Data records

$
Better Decisions
Machine Learning Pipeline

Four Pillars of Graph-Enhanced AI
1. Knowledge
Graphs
Context for Decisions
2. Connected
Feature Extraction
Context for Credibility
4. AI Explainability3. Graph
Accelerated AI
Context for Eﬃciency
Context for Accuracy

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Supply chain optimization is an unusual balancing act that requires finesse, skill and timely data. Every supply chain’s the key questions to be answered are: What to Buy? -- what are the factors in determining your optimal product mix and set of suppliers. How much to Buy? -- what are the most and least popular items at any given time interval When to Buy? -- long lags in delivery timing may tax limit your flexibility and influence your inventory management practices. We will illustrate an API-based solution that utilizes a Graph database platform to add demonstrable value to Supply Planning.

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We specialize in Psychic Readings, Psychic Love Spells, Binding Love Spells, Obsession Spells, Voodoo Spells, Lottery Spells, Marriage Spells, Black Magic Spells, Palm Readings & much more. Are you depressed? We perform this come-to-me love spell that works instantly with the aim of Winnipeg back the victim to the person performing the magic. Have you lost your lover? We perform this come-to-me love spell that works instantly with the aim of bringing back the victim to the person performing the magic. Have you lost your lover? Do u need to solve any relationship problem? Contact the powerful spells caster chief kule with love spells that work overnight and love spells that really work. Have you found yourself infatuated with a special someone you think could be the one? Are you looking for a spell to provide them with a nudge in the right direction? Or maybe the spell you cast didn’t achieve the results you were hoping for? Whether you’re new or versed in the ways of spell casting, we’re here to help. Today we’re going to provide you with a detailed guide on the types of love spells to cast. Not only that but there’s something for those who wish to find outside advice from more advanced spell casters. We’re also going to provide you with the top sites available to help you with your dilemma. Let’s begin our journey by educating ourselves on love magic and what a real love caster looks like. Love Magic and Love Casters Love magic made its first appearance back in Ancient Egypt and has been an active practice since. This type of magic is a branch of traditional magic and can be practiced in various ways. Typically the more common use of love magic is through the work of spells, but other methods look like Charms Rituals-LOVE Potions-Dolls and even Amulets If you are interested in becoming a love caster, be prepared for what’s to come. A genuine love caster knows that the art of love casting is no easy feat and shouldn’t be done casually. You should know that not only does it require you to be gifted spiritually, but you must be ready to serve others. Someone who is considered a real love caster has experience in all manner of spells, no matter the difficulty. Training yourself in attraction, commitment, and marriage spells is an excellent place to start. But this by no means will make you a professional. Practice your craft and expand your knowledge; understand that you will possess the ability to help others in time truly. Types of Love Spells What better way to start broadening your experiences with love spells than by learning more about them? These spells work like just about any other spell. Simply apply your intention, use a medium (sigils, mantras, candles, or charm bags), and top it off with establishing the belief that you will receive what you want. So what kind of spells are available and which ones suit your needs the best? Let’s take a look at the many options you have at your disposal. Attraction Spells

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