Finding the Needle in a Haystack With Knowledge Graphs

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Neo4j

Speaker: Tawanda Ewing, Machine Learning Engineer, Deep Learning Cafe

Technologie

Finding The Needle In a Haystack
My journey developing with Neo4j

Tawanda Ewing
Machine Learning Engineer
Google Cloud Platform Professional Data Engineer
Studied Electrical & Electronic Engineering
I love Science, Technology and Africa

What’s the Plan?
● The Problem
● Why Neo4j was the solution
● How we implemented it

Source: South African Revenue Services
“Thousands of
counterfeit goods are
imported into South
Africa everyday”

Our client needed a way to reliably
identify repeat oﬀenders

100+ documents per day
● Importer Names
● Street Addresses
● Phone Numbers
● Email Addresses
● Brands

The Flow
Process
New
Documents
Send Out An
Alert
Find A
Connection
Make An
Arrest

Our requirements
Deploy to Google Cloud Platform Develop in Python

Why Neo4j
● Suited for highly related data
● Intuitive Cypher Query Language
● Visually appealing to the end user

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Finding the Needle in a Haystack With Knowledge Graphs

1. Finding The Needle In a Haystack My journey developing with Neo4j

2. Tawanda Ewing Machine Learning Engineer Google Cloud Platform Professional Data Engineer Studied Electrical & Electronic Engineering I love Science, Technology and Africa

3. What’s the Plan? ● The Problem ● Why Neo4j was the solution ● How we implemented it

4. Source: South African Revenue Services “Thousands of counterfeit goods are imported into South Africa everyday”

5. Our client needed a way to reliably identify repeat oﬀenders

6. 100+ documents per day ● Importer Names ● Street Addresses ● Phone Numbers ● Email Addresses ● Brands

7. The Flow Process New Documents Send Out An Alert Find A Connection Make An Arrest

8. Our requirements Deploy to Google Cloud Platform Develop in Python

9. Our requirements

10. Why Neo4j ● Suited for highly related data ● Intuitive Cypher Query Language ● Visually appealing to the end user

11. Simple Structure, Powerful Outcome