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AI, Microservices, APIs
and
Business Automation as a Service
Chair BPMN MIWG at OMG
DMN RTF Member at OMG
BPMN RTF Member at OMG
CMMN RTF Member at OMG
Ambassador BPM+ Health
Denis Gagné
CEO & CTO
Abstract
• While the current AI fascination is fueled by Machine Learning, the architecture and
application landscape is being redesigned around Microservices and APIs. These
technologies are combining forces to affect many facets of business, creating a paradigm
shift all around you. Do you know how to take advantage of the tsunami created by these
technologies?
• In this session, we will explain these technologies and how to extract business value from
them. We will demonstrate how line of business people can integrate machine learning into
business decisions that are explainable, auditable, and traceable and how they can easily
assemble business automations that orchestrate a series of microservices via modern API
platforms. With this knowledge in hand, you will be ready to face the next wave of
technologies that are hitting your organization.
Today’s
Business Agility
is achieved via
Digital Agility
• Delivering the end to end customer journey
• Making informed business decisions
• Rapid innovation and delivery led by business
• Open for total Interconnectivity
• Gated connection to resources wherever they are
• Leading to adaptive Business Models
Today’s
Business Agility
is achieved via
Digital Agility
• to Satisfy Customer
• to make Informed Business Decisions
• to Adapt
• to Innovate
• or even change their Business Model
Digital Transformation
is the first step toward the
Cognitive Enterprise
The Cognitive Enterprise is
Customer Centric01
Decision Driven02
Model Driven03
The
Cognitive
Enterprise
harnesses
Disruptive
Technologies
{ api }
Artificial
Intelligence
Application
Programming
Interface
Microservices
Business
Automation
as a Service
Demystifying
Artificial
Intelligence
Artificial
Intelligence
(AI)
Intelligence
exhibited
by Machines
Natural
Intelligence
(NI)
Intelligence
exhibited
by humans and
other animals
The study and design of intelligent
agents where an intelligent agent is a
system that perceives its environment
and takes actions which maximizes its
chances of success
The field of AI:
Source: Poole, Mackworth and Goebel
The three tiers of Artificial Intelligence
Artificial GENERAL Intelligence (AGI):
– AI specialized in ALL areas
• AI that can do the smart stuff humans do
Artificial NARROW Intelligence (ANI):
– AI specialized in ONE area
• Chess, Jeopardy, Go
Artificial SUPER Intelligence (ASI):
– AI smarter than humans in EVERY way
• AI that is not just a little smarter than a
human but trillions of times smarter
The main approaches to AI
Symbolic AI:
Inspired by computer science
GOFAI
(Good Old Fashioned Artificial Intelligence)
Symbol processing engine
(information processing metaphor)
For symbolists, neurons systematically
implement the basic operations that
are required for symbol processing
Sub Symbolic AI:
Inspired by neurobiology
Connectivism
Artificial Neural Networks of computations
For sub symbolists, nodes, links, activation,
weights, emulate neural activity
Marvin Minsky
Symbolic outputs are obtained by
processing information using a
symbolic (rule) structure
Sub Symbolic outputs are obtained by
parallelly processing information using
simple calculation realised by nodes
SymbolicApple vs. Sub Symbolic Apple
Symbolic and Sub Symbolic AI
Characteristics
Symbolic AI
• Better at abstract problems
• More useful for explaining people’s thought
• Easier to explain
• Introspection needed for coding
• Not so Big Data
• Easier to debug
• Easier to control
Sub Symbolic AI
• Better at perceptual problems
• More useful for connecting to neuroscience
• Easier to scale up
• Less knowledge upfront
• Big Data
• More robust against noise
• Better performance
The AI Black Box Problem
• Artificial intelligence algorithms are increasingly more influential in our lives (starting
to be used in law enforcement, health care, scientific research, etc.) but their inner
workings are often opaque, locked away in a “black box” that cannot be peered into
• Deep Neural Networks (DNN) are a particular concern with their massive amount of
correlations and massive data sets that are used to reach a conclusion. It can be
extremely hard, even impossible, to know exactly how their results are generated
• Previous research has shown that DNN amplify biases in the data from which they
learn, and make inadvertent connections between ideas
AI is now so complex its creators can’t trust why it makes decisions
DMN
• DMN stands for “Decision Model and Notation”. DMN provides a
Business Friendly notation for business users to express their
decision making process using decision tables and a friendly
scripting language
Relevant standards
PMML
• PMML stands for "Predictive Model Markup Language". It is the de
facto standard to represent predictive solutions. A PMML file may
contain a myriad of data transformations (pre- and post-
processing) as well as one or more predictive models.
All logos, trademarks and registered trademarks are the property of their respective owners.
Demystifying
Application
Programming
Interface
{ api }
Cloud First Strategy
Public Cloud
On Premise
Private Cloud
It’s a
Hybrid WorldWe have reached the cloud tipping point
What’s an API ?
• An API is a way for two systems to
communicate with each other
What do APIs do ?
• An API an interface contract between two
systems in which for a given request an
answer is provided in an expected format
Application Programming Interface (API) does not sound
very business friendly but it is actually pretty straight-forward
The API economy
growing rapidly
Connectivity to Any Data Source
Public Cloud
On Premise
Private Cloud
Internal APIs
B2B APIs
Public APIs
APIAPI
API API
API
API API
API
API
API
API
API
API
API
API
API
API
API
Start-ups in your industry have already
adopted an API first strategy
Don't let your legacy applications stop you
from joining the API economy
Companies with hard-to-expose legacy
applications can use an integration platform
to expose their valuable assets as REST APIs.
API First Strategy
All logos, trademarks and registered trademarks are the property of their respective owners.
IoT
API
API
API
API
API
An OpenAPI file describes the entire API,
including:
• Available endpoints and operations on each
endpoint
• Operation parameters Input and output for each
operation
• Authentication methods
• Contact information, license, terms of use and other
information.
Relevant Standard
All logos, trademarks and registered trademarks are the property of their respective owners.
Demystifying
Microservices
Source: Sequoia
• are small in size, messaging-enabled, bounded by contexts,
autonomously developed, independently deployable, decentralized
and built and released with automated processes
• may be implemented using different programming languages
Microservices
There is currently no single definition of what a microservice is
Some of the defining characteristics that are frequently cited
include:
Source: https://en.wikipedia.org/wiki/Microservices
µ
Rapidly
Deployable
Scalable
Secure
Rapid delivery led by business
Open for total Interconnectivity
Gated connection to resources wherever
they are
Microservices benefits
Relevant standards
All logos, trademarks and registered trademarks are the property of their respective owners.
Docker helps you to create, deploy and run applications using
containers. A container packages up the code and all its
dependencies so the application runs quickly and reliably from one
computing environment to another
Kubernetes is a vendor-agnostic cluster and container
management tool, open-sourced by Google in 2014. It provides a
“platform for automating deployment, scaling, and operations of
application containers across clusters of hosts”
Business
Automation
as a Service
Outside–In
Inside-out
Customers expect
seamless personalized
experience though out
the journey
Employees expect
tooling assistance to
improve productivity
and quality
Process Automation is crucial to ensure a great
Customer Experience during the Customer Journey
Digital Transformation is more than just
Business Automation, but Business Automation
is a key enabler of Digital Transformation
Intelligent
Business Automation
•Combining efficient Doers with
effective Thinkers
•Orchestrating Business Processes
with Business Decisions
Process
as a
Service
Decision
as a
Service
Business
Automation
as a Service
Business Automation as a Service
Will have an impact across your business
Customer
Engagement Operations
Employee
Productivity
Digital
Strategy
Governance
Relevant standards
All logos, trademarks and registered trademarks are the property of their respective owners.
Personal Automation
Keeping simple things simple
IF THEN
All logos, trademarks and registered trademarks are the property of their respective owners.
Complex Enterprise Automation
Translating complexity into simplicity
Faster, Easier, Smarter: Get all three
Disruptive tools lead to disruptive ideas,
which lead to disruptive practices
Our platform offers quick starts, low initial costs that grow with
business value
THANKS!Any questions?
You can find me at dgagne@Trisotech.com
www.Trisotech.com/Trial
Source: https://www.brave.se/the-artificial-revolution/

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AI Microservices APIs and Business Automation as a Service Denis Gagne

  • 1. AI, Microservices, APIs and Business Automation as a Service Chair BPMN MIWG at OMG DMN RTF Member at OMG BPMN RTF Member at OMG CMMN RTF Member at OMG Ambassador BPM+ Health Denis Gagné CEO & CTO
  • 2. Abstract • While the current AI fascination is fueled by Machine Learning, the architecture and application landscape is being redesigned around Microservices and APIs. These technologies are combining forces to affect many facets of business, creating a paradigm shift all around you. Do you know how to take advantage of the tsunami created by these technologies? • In this session, we will explain these technologies and how to extract business value from them. We will demonstrate how line of business people can integrate machine learning into business decisions that are explainable, auditable, and traceable and how they can easily assemble business automations that orchestrate a series of microservices via modern API platforms. With this knowledge in hand, you will be ready to face the next wave of technologies that are hitting your organization.
  • 3. Today’s Business Agility is achieved via Digital Agility • Delivering the end to end customer journey • Making informed business decisions • Rapid innovation and delivery led by business • Open for total Interconnectivity • Gated connection to resources wherever they are • Leading to adaptive Business Models
  • 4. Today’s Business Agility is achieved via Digital Agility • to Satisfy Customer • to make Informed Business Decisions • to Adapt • to Innovate • or even change their Business Model
  • 5. Digital Transformation is the first step toward the Cognitive Enterprise
  • 6. The Cognitive Enterprise is Customer Centric01 Decision Driven02 Model Driven03
  • 10. The study and design of intelligent agents where an intelligent agent is a system that perceives its environment and takes actions which maximizes its chances of success The field of AI: Source: Poole, Mackworth and Goebel
  • 11. The three tiers of Artificial Intelligence Artificial GENERAL Intelligence (AGI): – AI specialized in ALL areas • AI that can do the smart stuff humans do Artificial NARROW Intelligence (ANI): – AI specialized in ONE area • Chess, Jeopardy, Go Artificial SUPER Intelligence (ASI): – AI smarter than humans in EVERY way • AI that is not just a little smarter than a human but trillions of times smarter
  • 12. The main approaches to AI Symbolic AI: Inspired by computer science GOFAI (Good Old Fashioned Artificial Intelligence) Symbol processing engine (information processing metaphor) For symbolists, neurons systematically implement the basic operations that are required for symbol processing Sub Symbolic AI: Inspired by neurobiology Connectivism Artificial Neural Networks of computations For sub symbolists, nodes, links, activation, weights, emulate neural activity
  • 13. Marvin Minsky Symbolic outputs are obtained by processing information using a symbolic (rule) structure Sub Symbolic outputs are obtained by parallelly processing information using simple calculation realised by nodes SymbolicApple vs. Sub Symbolic Apple
  • 14. Symbolic and Sub Symbolic AI Characteristics Symbolic AI • Better at abstract problems • More useful for explaining people’s thought • Easier to explain • Introspection needed for coding • Not so Big Data • Easier to debug • Easier to control Sub Symbolic AI • Better at perceptual problems • More useful for connecting to neuroscience • Easier to scale up • Less knowledge upfront • Big Data • More robust against noise • Better performance
  • 15. The AI Black Box Problem • Artificial intelligence algorithms are increasingly more influential in our lives (starting to be used in law enforcement, health care, scientific research, etc.) but their inner workings are often opaque, locked away in a “black box” that cannot be peered into • Deep Neural Networks (DNN) are a particular concern with their massive amount of correlations and massive data sets that are used to reach a conclusion. It can be extremely hard, even impossible, to know exactly how their results are generated • Previous research has shown that DNN amplify biases in the data from which they learn, and make inadvertent connections between ideas AI is now so complex its creators can’t trust why it makes decisions
  • 16. DMN • DMN stands for “Decision Model and Notation”. DMN provides a Business Friendly notation for business users to express their decision making process using decision tables and a friendly scripting language Relevant standards PMML • PMML stands for "Predictive Model Markup Language". It is the de facto standard to represent predictive solutions. A PMML file may contain a myriad of data transformations (pre- and post- processing) as well as one or more predictive models. All logos, trademarks and registered trademarks are the property of their respective owners.
  • 18. Cloud First Strategy Public Cloud On Premise Private Cloud It’s a Hybrid WorldWe have reached the cloud tipping point
  • 19. What’s an API ? • An API is a way for two systems to communicate with each other What do APIs do ? • An API an interface contract between two systems in which for a given request an answer is provided in an expected format Application Programming Interface (API) does not sound very business friendly but it is actually pretty straight-forward
  • 21. Connectivity to Any Data Source Public Cloud On Premise Private Cloud Internal APIs B2B APIs Public APIs APIAPI API API API API API API API API API API API API API API API API
  • 22. Start-ups in your industry have already adopted an API first strategy Don't let your legacy applications stop you from joining the API economy Companies with hard-to-expose legacy applications can use an integration platform to expose their valuable assets as REST APIs. API First Strategy All logos, trademarks and registered trademarks are the property of their respective owners. IoT API API API API API
  • 23. An OpenAPI file describes the entire API, including: • Available endpoints and operations on each endpoint • Operation parameters Input and output for each operation • Authentication methods • Contact information, license, terms of use and other information. Relevant Standard All logos, trademarks and registered trademarks are the property of their respective owners.
  • 26. • are small in size, messaging-enabled, bounded by contexts, autonomously developed, independently deployable, decentralized and built and released with automated processes • may be implemented using different programming languages Microservices There is currently no single definition of what a microservice is Some of the defining characteristics that are frequently cited include: Source: https://en.wikipedia.org/wiki/Microservices µ
  • 27. Rapidly Deployable Scalable Secure Rapid delivery led by business Open for total Interconnectivity Gated connection to resources wherever they are Microservices benefits
  • 28. Relevant standards All logos, trademarks and registered trademarks are the property of their respective owners. Docker helps you to create, deploy and run applications using containers. A container packages up the code and all its dependencies so the application runs quickly and reliably from one computing environment to another Kubernetes is a vendor-agnostic cluster and container management tool, open-sourced by Google in 2014. It provides a “platform for automating deployment, scaling, and operations of application containers across clusters of hosts”
  • 30. Outside–In Inside-out Customers expect seamless personalized experience though out the journey Employees expect tooling assistance to improve productivity and quality Process Automation is crucial to ensure a great Customer Experience during the Customer Journey Digital Transformation is more than just Business Automation, but Business Automation is a key enabler of Digital Transformation
  • 31. Intelligent Business Automation •Combining efficient Doers with effective Thinkers •Orchestrating Business Processes with Business Decisions
  • 32. Process as a Service Decision as a Service Business Automation as a Service Business Automation as a Service
  • 33. Will have an impact across your business Customer Engagement Operations Employee Productivity Digital Strategy Governance
  • 34. Relevant standards All logos, trademarks and registered trademarks are the property of their respective owners.
  • 35. Personal Automation Keeping simple things simple IF THEN All logos, trademarks and registered trademarks are the property of their respective owners.
  • 36. Complex Enterprise Automation Translating complexity into simplicity
  • 37. Faster, Easier, Smarter: Get all three Disruptive tools lead to disruptive ideas, which lead to disruptive practices Our platform offers quick starts, low initial costs that grow with business value
  • 38. THANKS!Any questions? You can find me at dgagne@Trisotech.com www.Trisotech.com/Trial