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HAL 2017 –
Interactions between
AI and People
CWIN | AIE | SF
December 7, 2017
Rob Vellinga
2© Capgemini 2017. All rights reserved |Hal 2017 – Interactions between AI and People | Rob Vellinga | 12/7/2017
We’re 80 years into the talk about
and the reality of Artificial Intelligence
Programing
to perform
Intellectual
Tasks
AI Maturity
and
Popularity
Advances in
AI and
Machine
Learning
Breaking
through
with AI &
Machine
Learning
• 1936 – Alan Turing
invented the
Universal Turing
Machine
• 1949 - Claude
Shannon wrote
‘Programming a
computer for
Playing Chess’
• 1950 – Alan Turing
invented the Turing
Test, to test
intelligence in a
computer, requiring
that a human being
should be unable to
distinguish the
machine from
another human being
by using the replies
to questions put to
both.
• 1956 – Allen Newell
and Herbert Simon
invented the first
‘thinking machine’-
Logic Theorist, a
punch card calculator,
to produce simulation
radar maps.
• 1964 - Danny
BoBrow (MIT) shows
that computers could
Process Natural
Language
• 1965 – ELIZA, a
program that can
hold any discourse in
English, simulating
the conversation of a
psychotherapist
• 1968 – A Space
Odyssey by
Stanley Kubrick
• 1980 – First
conference of the
American
Association of
Artificial
Intelligence is held
• 1986 - First
driverless car is
designed by
Mercedes Benz
• 1997 – NASA
successfully
completes the
Pathfinder Mission
with the first
autonomous
robotic rover to
land on Mars
• 1997 – The first
official Robocup
soccer match took
place. 40 teams of
real and ‘simulated’
players
• 1997 – IBM’s Deep
Blue wins a chess
championship against
Gary Kasparov, world
chess champion
• 2006 - ‘Machine
Reading’ (the
autonomous
understanding of
text)
• 2007 – First database
of annotated images
to aid visual object
recognition and
facial recognition
• 2009 - Google starts
developing
Driverless car
• 2014– Amazon
announces Alexa
Apple’s Siri switches
to neural network
Machine Learning
• 2017 - Apple builds
Core ML a machine
learning framework
Scientific
Community
accepts
concept of AI
3© Capgemini 2017. All rights reserved |Hal 2017 – Interactions between AI and People | Rob Vellinga | 12/7/2017
Why me, why now, why here
People
• Anthropometry
• Biomechanics
• Psychology
• Motor Memory
• Cognitive Processing
• Memory Loading
• Patterns
• Usability
• User-Centered Design
Process
• Who are we designing for
• What is their mental model
• How do they expect the process to
go
• How is the process done
manually, supported,
augmented, automated
• Define, Design, Develop, Test,
Launch
Environments
• Places where we spend a lot of time
• Places that we spend a lot of effort
• Places where we spend a lot of money
• Places that are critical to our success
• Places that are critical to our safety
• Places where the lines between
natural intelligence and artificial
intelligence are blurring
Rob Vellinga – Observer, Adopter, Simplify-er
4© Capgemini 2017. All rights reserved |Hal 2017 – Interactions between AI and People | Rob Vellinga | 12/7/2017
Design Thinking starts with empathy, curiosity and watching the world around us.
“Once a Day, Deeply Observe the Ordinary.
Good design thinkers observe. Great design thinkers
observe the ordinary.”
Tim Brown - Ideo
5© Capgemini 2017. All rights reserved |Hal 2017 – Interactions between AI and People | Rob Vellinga | 12/7/2017
The Reality of my day…..today.
Automation, Analytics,
User Experience
6© Capgemini 2017. All rights reserved |Hal 2017 – Interactions between AI and People | Rob Vellinga | 12/7/2017
We’ve been
waiting for such a
time as this….
AI is not necessarily smarter than a
human, but is able to think differently
and process LARGE amounts of data.
- Kevin Kelley (Wired)
LOW Cost Chips
Cheap computer chips, particularly
developed for gaming has resulted in
Graphics Processing Units (GPUs)
Lowered the cost to explore and
enable AI
LIMITLESS Training Sets
Training sets are now able to be
created or enable in large, large
numbers, thanks to the neural
networks.
Reduced the time to train and
refine, and Increased the scale of
deployment of these data sets..
LARGE Scale Neural Networks
Neural networks are now working in
large scale.
Increased the ability for Deep
Learning
1
2
3
7© Capgemini 2017. All rights reserved |Hal 2017 – Interactions between AI and People | Rob Vellinga | 12/7/2017
Five Skills of AI
(AI) is similar to our perception of
human intelligence – this isn’t built on
a single element, it’s a combination of
senses, experiences, and knowledge.
– Christopher Stancombe
8© Capgemini 2017. All rights reserved |Hal 2017 – Interactions between AI and People | Rob Vellinga | 12/7/2017
Designing for the Now and
the Not Yet
Autonomous
vehicles
Computers
recognizing
images within
photographs
Conversational
bots
Recommendation
engines
Now Drones for
personal or
corporate
security
Predictive
maintenance
Diagnose
diseases
Personalized
advertising
Not
yet
9© Capgemini 2017. All rights reserved |Hal 2017 – Interactions between AI and People | Rob Vellinga | 12/7/2017
The Narrative is that AI is ….
There is no such thing as “an AI.”
Enterprises don’t need an “AI.” They
need business results in which AI
technologies may play a role.
AI is a collection of technologies
that can be used in applications,
systems and solutions to add
specific functional capabilities.
… a product or a thing
“AI” become a generalized marketing
term, often with little substance or
value.
Very useful, specific functions have
been created (speech and image
recognition, game playing, fraud and
failure prediction), but no general
intelligence is in sight, or is
singularity (think Hal 9000 or
higher).
AI is currently as real as we design
it to be.
… pervasive
People define the goals;
Technologies execute them.
Technologies (whether AI or not) do
not have their own goals that they
seek to achieve. Machines execute the
programs they have been fed, whether
the programs consist of code, data or
both. In AI, goal-seeking is an illusion
programmed in by people.
Governance and operating
parameters define the outcomes that
are desired and the guardrails within
which the ‘game is played.’
… uncontrollable
AI developers use advanced analytics, special algorithms and large bodies of data to deceive people into believing that their
product learns on its own and understands, thinks and empathizes with the user. The tendency is to anthropomorphize
technologies. Products, systems, and services with AI are currently as real as we design them to be.
… a simulation and (and replacement) of humanity
10© Capgemini 2017. All rights reserved |Hal 2017 – Interactions between AI and People | Rob Vellinga | 12/7/2017
Design Spectrum
11© Capgemini 2017. All rights reserved |Hal 2017 – Interactions between AI and People | Rob Vellinga | 12/7/2017
Understand
Personas, Outcomes,
Touchpoints, MoT, Context
Observe
Empathize, Observe,
Ask Questions
Define a POV
Frame the problem, Define
criteria to evaluate,
Be more specific than general
Ideate
Ask the right questions,
What is the ‘wicked’ question,
Need volume and variety of ideas
Prototype
User Scenarios to tell the story,
High fidelity to drive real conversations,
Define and Design with representative data.
Test Prototype or POC
User Assessments,
Usability Testing,
Stakeholder Reviews
User-Centered and Outcome-Based
12© Capgemini 2017. All rights reserved |Hal 2017 – Interactions between AI and People | Rob Vellinga | 12/7/2017 12© Capgemini 2017. All rights reserved |
Evolution of AI Design
2D Internet to 3D Internet
Augmented reality moves the user
experience from a flat screen to an
immersive UX in our 3D world.
Outcome-Based Designs
Play music, Win the game, Set the temperature,
Adjust the room, Know my preferences, Optimize
the peformance, Self-maintenance
Facial Recognition and UX
Now the machine can react to you and
adapt rather than you adapting to the
machine.
Recent and Ongoing developments that deepen the relationship
and trust between AI and People
Michael E. Porter & James E. Heppelmann
13© Capgemini 2017. All rights reserved |Hal 2017 – Interactions between AI and People | Rob Vellinga | 12/7/2017
Reads facial expressions
Detects emotion
Responds to voice, touch, gestures
Listens....sometimes
Very good at specific tasks
Constantly learning
My AI
A global leader in consulting, technology services and digital transformation,
Capgemini is at the forefront of innovation to address the entire breadth of clients’
opportunities in the evolving world of cloud, digital and platforms. Building on its
strong 50-year heritage and deep industry-specific expertise, Capgemini enables
organizations to realize their business ambitions through an array of services from
strategy to operations. Capgemini is driven by the conviction that the business
value of technology comes from and through people. It is a multicultural company
of 200,000 team members in over 40 countries. The Group reported 2016 global
revenues of EUR 12.5 billion.
About Capgemini
Learn more about us at
www.capgemini.com
This message contains information that may be privileged or confidential and is
the property of the Capgemini Group.
Copyright © 2017 Capgemini. All rights reserved.
People matter, results count.
15© Capgemini 2017. All rights reserved |Hal 2017 – Interactions between AI and People | Rob Vellinga | 12/7/2017
Key Takeaways
Hal9000 vs. Hal of 2017
Natural Power to Artificial Power
Natural Intelligence to Artificial Intelligence
Outcomes drive AI Design
2D Internet into 3D Internet

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CWIN17 san francisco-rob vellinga - Interaction between AI and people

  • 1. HAL 2017 – Interactions between AI and People CWIN | AIE | SF December 7, 2017 Rob Vellinga
  • 2. 2© Capgemini 2017. All rights reserved |Hal 2017 – Interactions between AI and People | Rob Vellinga | 12/7/2017 We’re 80 years into the talk about and the reality of Artificial Intelligence Programing to perform Intellectual Tasks AI Maturity and Popularity Advances in AI and Machine Learning Breaking through with AI & Machine Learning • 1936 – Alan Turing invented the Universal Turing Machine • 1949 - Claude Shannon wrote ‘Programming a computer for Playing Chess’ • 1950 – Alan Turing invented the Turing Test, to test intelligence in a computer, requiring that a human being should be unable to distinguish the machine from another human being by using the replies to questions put to both. • 1956 – Allen Newell and Herbert Simon invented the first ‘thinking machine’- Logic Theorist, a punch card calculator, to produce simulation radar maps. • 1964 - Danny BoBrow (MIT) shows that computers could Process Natural Language • 1965 – ELIZA, a program that can hold any discourse in English, simulating the conversation of a psychotherapist • 1968 – A Space Odyssey by Stanley Kubrick • 1980 – First conference of the American Association of Artificial Intelligence is held • 1986 - First driverless car is designed by Mercedes Benz • 1997 – NASA successfully completes the Pathfinder Mission with the first autonomous robotic rover to land on Mars • 1997 – The first official Robocup soccer match took place. 40 teams of real and ‘simulated’ players • 1997 – IBM’s Deep Blue wins a chess championship against Gary Kasparov, world chess champion • 2006 - ‘Machine Reading’ (the autonomous understanding of text) • 2007 – First database of annotated images to aid visual object recognition and facial recognition • 2009 - Google starts developing Driverless car • 2014– Amazon announces Alexa Apple’s Siri switches to neural network Machine Learning • 2017 - Apple builds Core ML a machine learning framework Scientific Community accepts concept of AI
  • 3. 3© Capgemini 2017. All rights reserved |Hal 2017 – Interactions between AI and People | Rob Vellinga | 12/7/2017 Why me, why now, why here People • Anthropometry • Biomechanics • Psychology • Motor Memory • Cognitive Processing • Memory Loading • Patterns • Usability • User-Centered Design Process • Who are we designing for • What is their mental model • How do they expect the process to go • How is the process done manually, supported, augmented, automated • Define, Design, Develop, Test, Launch Environments • Places where we spend a lot of time • Places that we spend a lot of effort • Places where we spend a lot of money • Places that are critical to our success • Places that are critical to our safety • Places where the lines between natural intelligence and artificial intelligence are blurring Rob Vellinga – Observer, Adopter, Simplify-er
  • 4. 4© Capgemini 2017. All rights reserved |Hal 2017 – Interactions between AI and People | Rob Vellinga | 12/7/2017 Design Thinking starts with empathy, curiosity and watching the world around us. “Once a Day, Deeply Observe the Ordinary. Good design thinkers observe. Great design thinkers observe the ordinary.” Tim Brown - Ideo
  • 5. 5© Capgemini 2017. All rights reserved |Hal 2017 – Interactions between AI and People | Rob Vellinga | 12/7/2017 The Reality of my day…..today. Automation, Analytics, User Experience
  • 6. 6© Capgemini 2017. All rights reserved |Hal 2017 – Interactions between AI and People | Rob Vellinga | 12/7/2017 We’ve been waiting for such a time as this…. AI is not necessarily smarter than a human, but is able to think differently and process LARGE amounts of data. - Kevin Kelley (Wired) LOW Cost Chips Cheap computer chips, particularly developed for gaming has resulted in Graphics Processing Units (GPUs) Lowered the cost to explore and enable AI LIMITLESS Training Sets Training sets are now able to be created or enable in large, large numbers, thanks to the neural networks. Reduced the time to train and refine, and Increased the scale of deployment of these data sets.. LARGE Scale Neural Networks Neural networks are now working in large scale. Increased the ability for Deep Learning 1 2 3
  • 7. 7© Capgemini 2017. All rights reserved |Hal 2017 – Interactions between AI and People | Rob Vellinga | 12/7/2017 Five Skills of AI (AI) is similar to our perception of human intelligence – this isn’t built on a single element, it’s a combination of senses, experiences, and knowledge. – Christopher Stancombe
  • 8. 8© Capgemini 2017. All rights reserved |Hal 2017 – Interactions between AI and People | Rob Vellinga | 12/7/2017 Designing for the Now and the Not Yet Autonomous vehicles Computers recognizing images within photographs Conversational bots Recommendation engines Now Drones for personal or corporate security Predictive maintenance Diagnose diseases Personalized advertising Not yet
  • 9. 9© Capgemini 2017. All rights reserved |Hal 2017 – Interactions between AI and People | Rob Vellinga | 12/7/2017 The Narrative is that AI is …. There is no such thing as “an AI.” Enterprises don’t need an “AI.” They need business results in which AI technologies may play a role. AI is a collection of technologies that can be used in applications, systems and solutions to add specific functional capabilities. … a product or a thing “AI” become a generalized marketing term, often with little substance or value. Very useful, specific functions have been created (speech and image recognition, game playing, fraud and failure prediction), but no general intelligence is in sight, or is singularity (think Hal 9000 or higher). AI is currently as real as we design it to be. … pervasive People define the goals; Technologies execute them. Technologies (whether AI or not) do not have their own goals that they seek to achieve. Machines execute the programs they have been fed, whether the programs consist of code, data or both. In AI, goal-seeking is an illusion programmed in by people. Governance and operating parameters define the outcomes that are desired and the guardrails within which the ‘game is played.’ … uncontrollable AI developers use advanced analytics, special algorithms and large bodies of data to deceive people into believing that their product learns on its own and understands, thinks and empathizes with the user. The tendency is to anthropomorphize technologies. Products, systems, and services with AI are currently as real as we design them to be. … a simulation and (and replacement) of humanity
  • 10. 10© Capgemini 2017. All rights reserved |Hal 2017 – Interactions between AI and People | Rob Vellinga | 12/7/2017 Design Spectrum
  • 11. 11© Capgemini 2017. All rights reserved |Hal 2017 – Interactions between AI and People | Rob Vellinga | 12/7/2017 Understand Personas, Outcomes, Touchpoints, MoT, Context Observe Empathize, Observe, Ask Questions Define a POV Frame the problem, Define criteria to evaluate, Be more specific than general Ideate Ask the right questions, What is the ‘wicked’ question, Need volume and variety of ideas Prototype User Scenarios to tell the story, High fidelity to drive real conversations, Define and Design with representative data. Test Prototype or POC User Assessments, Usability Testing, Stakeholder Reviews User-Centered and Outcome-Based
  • 12. 12© Capgemini 2017. All rights reserved |Hal 2017 – Interactions between AI and People | Rob Vellinga | 12/7/2017 12© Capgemini 2017. All rights reserved | Evolution of AI Design 2D Internet to 3D Internet Augmented reality moves the user experience from a flat screen to an immersive UX in our 3D world. Outcome-Based Designs Play music, Win the game, Set the temperature, Adjust the room, Know my preferences, Optimize the peformance, Self-maintenance Facial Recognition and UX Now the machine can react to you and adapt rather than you adapting to the machine. Recent and Ongoing developments that deepen the relationship and trust between AI and People Michael E. Porter & James E. Heppelmann
  • 13. 13© Capgemini 2017. All rights reserved |Hal 2017 – Interactions between AI and People | Rob Vellinga | 12/7/2017 Reads facial expressions Detects emotion Responds to voice, touch, gestures Listens....sometimes Very good at specific tasks Constantly learning My AI
  • 14. A global leader in consulting, technology services and digital transformation, Capgemini is at the forefront of innovation to address the entire breadth of clients’ opportunities in the evolving world of cloud, digital and platforms. Building on its strong 50-year heritage and deep industry-specific expertise, Capgemini enables organizations to realize their business ambitions through an array of services from strategy to operations. Capgemini is driven by the conviction that the business value of technology comes from and through people. It is a multicultural company of 200,000 team members in over 40 countries. The Group reported 2016 global revenues of EUR 12.5 billion. About Capgemini Learn more about us at www.capgemini.com This message contains information that may be privileged or confidential and is the property of the Capgemini Group. Copyright © 2017 Capgemini. All rights reserved. People matter, results count.
  • 15. 15© Capgemini 2017. All rights reserved |Hal 2017 – Interactions between AI and People | Rob Vellinga | 12/7/2017 Key Takeaways Hal9000 vs. Hal of 2017 Natural Power to Artificial Power Natural Intelligence to Artificial Intelligence Outcomes drive AI Design 2D Internet into 3D Internet