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GDPR Watchdog
Zoom in Vitor …..
Luis Cabaceira
• Solution Architect @Alfresco
• CTO @TexterBlue (#ai.texter)
Vitor Moreira
• Senior Consultant @TexterBlue
• ML Expert @TexterBlue (#ai.texter)
Agenda
• Introduction – GDPR Problem
• TML Alfresco Sub-System
• Transformers configuration
• GDPR Watchdog
• Gdpr Webscript
• Gdpr repository Action
• TML Gateway (REST Endpoint)
• DEMO
• Q&A
Learn. Connect. Collaborate.
About GDPR
The GDPR regulation applies to organizations which collect and process personal
data. It aims to give more control to individuals over usage of their personal data.
Privacy is a growing concern in our connected, digital world. We see increasing
challenges related to securing our digital footprint.
Learn. Connect. Collaborate.
GDPR Problem
Right to forget - Under the new GDPR, organizations around the world must not
only protect personal data but also build mechanisms to forget personal data on
request from individuals.
The GDPR Watchdog shows our approach to solve this problem by integrating
computer vision and Natural language processing with the Alfresco Repository.
.
Learn. Connect. Collaborate.
Computer
Vision
&
Machine
Learning
We Humans use our eyes and brains to gather
information and make decisions about the world
around us.
Computer Vision and Machine Learning aim to give
a similar, if not better, capability to a machine or
computer.
Learn. Connect. Collaborate.
GDPR compliance Analysis. How are we doing it ?
….
Learn. Connect. Collaborate.
TML Sub-system • Specific functional task, to provide node
inception services using machine
learning.
• Isolated Spring application context
• Can be started | stopped independent of
the repository
• Can be configured in runtime via JMX
• ChildApplicationContextFactory
– Category : TML (Texter Machine Learning)
– Type : Gdpr
Learn. Connect. Collaborate.
Tesseract Integration – Custom transformers to OCR
We are executing OCR at the
repository side using Tesseract
to execute Text extraction from
images or documents.
The GDPR watchdog processes
both images (using computer
vision) and text (using Natural
language processing)
The GDPR service webscript takes a document reference as unique parameter
and triggers a series of node inception operations to detect GDPR data.
GDPR Watchdog – Gdpr Webcript Node Inception Service
GDPR Watchdog – Repository Action
This repository action allows to traverse the full repository, with mime-type filters.
This action execution can be scheduled with asynchronous execution
Learn. Connect. Collaborate.
Texter Machine Learning Gateway
Learn. Connect. Collaborate.
TML Gateway
Learn. Connect. Collaborate.
TML Gateway is designed to be open for new integrations via its set of pluggable
interfaces. At any time we can plug-in a new interface that can be executed sequentially
to enrich the output data. We can also train a specific model to adjust to specific
customer necessities.
Adding new ML tools and logic will be transparent and will not need any service
downtimes.
Learn. Connect. Collaborate.
Why TML Gateway?
• Can integrate with several engines
• New ML engines can be added via
pluggable interfaces
• Gateway itself can be easily
customized to meet new requirements
– Call ML engines based on a custom
logic (even using machine learning)
– Engines can be called in parallel or
can live on a hybrid-system
• Simple REST API, can be used on
several other systems
– Why not integrate on a APS
workflow?
Learn. Connect. Collaborate.
TML Gateway - API
• Input
– File to be recognized
• Output
– Region of Interest: area where sensitive data was detected
– Information type: can be Face, Name, Address, License plate, Email,
VAT number, Phone number
– Associated information: the recognized data
– Trust: confidence level of the detected data
The Right to Forget
GDPR WatchDog – Content Anonimization
Learn. Connect. Collaborate.
Json response
and the Alfresco
GDPR Aspect
Learn. Connect. Collaborate.
GDPR Watchdog TML Gateway
Sub-system with its
own Spring-context
configurable via
JMX. Exposes GDPR
Service.
Machine
Learning Broker
Gateway
TML Subsystem
Repository
Webscript and
Repository Action
executor with
mime-type filtering
Solution Recap
DEMO TIME
Thank You – Q&A
Learn. Connect. Collaborate.
Computer
Vision
&
Machine
Learning
We’ve seen an integrated set of technologies that
provide automatic extraction, analysis and
understanding of useful information from a single
piece of content or a set of related contents.
These can be from several different sources:
images, videos, text, documents, spreadsheets,…
Learn. Connect. Collaborate.
Advantages of TML over public Cloud ML Services
ü Optimized for customer scenario
ü Maximized results and automation
ü Ability to use several different engines
simultaneously
ü Guarantees privacy of data and models
ü Seamless integration
Texter Machine Learning
Learn. Connect. Collaborate.
With TML you have a turnkey AI
solution delivered to you that:
• Automates operations
• Dramatically increases
efficiency
• Processes and analyses data
in new ways beyond human
capabilities
• Is a cornerstone of the Digital
Transformation path
TexterBlue Machine Learning

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Texter blue - gdpr watchdog

  • 1. GDPR Watchdog Zoom in Vitor ….. Luis Cabaceira • Solution Architect @Alfresco • CTO @TexterBlue (#ai.texter) Vitor Moreira • Senior Consultant @TexterBlue • ML Expert @TexterBlue (#ai.texter)
  • 2. Agenda • Introduction – GDPR Problem • TML Alfresco Sub-System • Transformers configuration • GDPR Watchdog • Gdpr Webscript • Gdpr repository Action • TML Gateway (REST Endpoint) • DEMO • Q&A
  • 3. Learn. Connect. Collaborate. About GDPR The GDPR regulation applies to organizations which collect and process personal data. It aims to give more control to individuals over usage of their personal data. Privacy is a growing concern in our connected, digital world. We see increasing challenges related to securing our digital footprint.
  • 4. Learn. Connect. Collaborate. GDPR Problem Right to forget - Under the new GDPR, organizations around the world must not only protect personal data but also build mechanisms to forget personal data on request from individuals. The GDPR Watchdog shows our approach to solve this problem by integrating computer vision and Natural language processing with the Alfresco Repository. .
  • 5. Learn. Connect. Collaborate. Computer Vision & Machine Learning We Humans use our eyes and brains to gather information and make decisions about the world around us. Computer Vision and Machine Learning aim to give a similar, if not better, capability to a machine or computer.
  • 6. Learn. Connect. Collaborate. GDPR compliance Analysis. How are we doing it ? ….
  • 7. Learn. Connect. Collaborate. TML Sub-system • Specific functional task, to provide node inception services using machine learning. • Isolated Spring application context • Can be started | stopped independent of the repository • Can be configured in runtime via JMX • ChildApplicationContextFactory – Category : TML (Texter Machine Learning) – Type : Gdpr
  • 8.
  • 9. Learn. Connect. Collaborate. Tesseract Integration – Custom transformers to OCR We are executing OCR at the repository side using Tesseract to execute Text extraction from images or documents. The GDPR watchdog processes both images (using computer vision) and text (using Natural language processing)
  • 10. The GDPR service webscript takes a document reference as unique parameter and triggers a series of node inception operations to detect GDPR data. GDPR Watchdog – Gdpr Webcript Node Inception Service
  • 11. GDPR Watchdog – Repository Action This repository action allows to traverse the full repository, with mime-type filters. This action execution can be scheduled with asynchronous execution
  • 12. Learn. Connect. Collaborate. Texter Machine Learning Gateway
  • 14. Learn. Connect. Collaborate. TML Gateway is designed to be open for new integrations via its set of pluggable interfaces. At any time we can plug-in a new interface that can be executed sequentially to enrich the output data. We can also train a specific model to adjust to specific customer necessities. Adding new ML tools and logic will be transparent and will not need any service downtimes.
  • 15. Learn. Connect. Collaborate. Why TML Gateway? • Can integrate with several engines • New ML engines can be added via pluggable interfaces • Gateway itself can be easily customized to meet new requirements – Call ML engines based on a custom logic (even using machine learning) – Engines can be called in parallel or can live on a hybrid-system • Simple REST API, can be used on several other systems – Why not integrate on a APS workflow?
  • 16. Learn. Connect. Collaborate. TML Gateway - API • Input – File to be recognized • Output – Region of Interest: area where sensitive data was detected – Information type: can be Face, Name, Address, License plate, Email, VAT number, Phone number – Associated information: the recognized data – Trust: confidence level of the detected data
  • 17.
  • 18.
  • 19. The Right to Forget GDPR WatchDog – Content Anonimization
  • 20. Learn. Connect. Collaborate. Json response and the Alfresco GDPR Aspect
  • 21.
  • 22.
  • 23. Learn. Connect. Collaborate. GDPR Watchdog TML Gateway Sub-system with its own Spring-context configurable via JMX. Exposes GDPR Service. Machine Learning Broker Gateway TML Subsystem Repository Webscript and Repository Action executor with mime-type filtering Solution Recap
  • 24.
  • 27. Learn. Connect. Collaborate. Computer Vision & Machine Learning We’ve seen an integrated set of technologies that provide automatic extraction, analysis and understanding of useful information from a single piece of content or a set of related contents. These can be from several different sources: images, videos, text, documents, spreadsheets,…
  • 28. Learn. Connect. Collaborate. Advantages of TML over public Cloud ML Services ü Optimized for customer scenario ü Maximized results and automation ü Ability to use several different engines simultaneously ü Guarantees privacy of data and models ü Seamless integration Texter Machine Learning
  • 29. Learn. Connect. Collaborate. With TML you have a turnkey AI solution delivered to you that: • Automates operations • Dramatically increases efficiency • Processes and analyses data in new ways beyond human capabilities • Is a cornerstone of the Digital Transformation path TexterBlue Machine Learning