korea day2 tutorial 20161014 v6
TRANSCRIPT
05/03/2023 Understanding Cognitive Systems 1
Cognition as a Service (CaaS)Jim Spohrer (IBM)
Seoul, South Korea; October 14, 2016Consulting Conference
http://www.slideshare.net/spohrer/korea-day2-tutorial-20161014-v6
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AI Magazine: Cognition as a Service
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CSIG = Cognitive Systems Institute Grouphttp://cognitive-science.info/community/weekly-update/
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Today’s Talk• Abstract: Cognition as a Service (CaaS)
• Introduction to the cognitive era of computing, in which cognitive capabilities from natural language and video understanding, machine learning, and decision support with explanations and levels of confidence become broadly available as part of cognitive solutions in the cloud and on personal devices such as smartphones. Building cognitive systems is still too hard, but will be getting easier over next ten years.
• Bio:• Jim Spohrer, IBM, Director Understanding Cognitive Systems• Former Director, University; Service Research; CTO IBM VC Group• Jim is developing a next generation curriculum to help learners build,
understand, and work with cognitive systems. Education: Yale Computer Science (AI&CogSci) PhD, MIT Physics BS.
Jim SpohrerIBM
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Today’s Talk• Four Cool Tech Topics
• Today: CaaS• If time others
• Getting Started• Universities• Watson Developers• Cloud Developers
• Servitization:• Industry 4.0• IoT• CaaS
• Definitions• Why this is still too hard
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Cognition as a Service (CaaS): AI building blocks for IA solutions
Servitization of Industry 4.0 and IoT
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Getting Started: Three Doors
Universities Watson Developers Cloud Developers
Onthehub.com/IBM IBM.com/watson/developercloud Bluemix.net/catalog
HICSS.org World of Watson IBM INTERACT
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Getting Started: IBM on the hubhttp://onthehub.com/ibm
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Getting Started: Watson Developer Cloudhttp://www.ibm.com/watson/developercloud/
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Getting Started: Watson APIs on Bluemixhttps://console.ng.bluemix.net/catalog/
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Learn more about a service offering
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Learn more…
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Try the service…
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IBM Cloud Bluemix: Watson APIs are growing…
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So far (June 2016), 100,000 faculty and students globally given access
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Starter Kits
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Starter Kits: Social Customer Care
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Starter Kit...
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What is Industry 4.0?
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History of the idea: Mirror Worlds
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Why is this relevant?
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I am still very skeptical… but tell me more….
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Managers: Courage Required….
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Talent required, but…
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Industry 4.0
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CyberPhysical Systems?
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Industry 4.0
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Yesterday: Servitization• Rolls Royce: “Power By The Hour”
Tomorrow: Servitization• Start with any traditional product that is sold to customers• Make the product part of a smart/wise service system
• Instrument it (sensors) – Internet of Things/Everything• Set-up an intelligent operation center to monitor all products’ performance across their
life-cycles• Use big data analytics to determine how to improve product performance, efficiency,
maintenance, etc.• Offer customer the “product-performance-as-a-service” with financing/Internet of Service• Customer benefits from cost-savings, predictability• Provider benefits margin-improvements, predictability
• Every product becomes a platform technology (a vehicle for service innovation) for innovative university startups
Vision: MMaaRRSS• Modular Manufacturing as a Regional Recirculation Service System• “I am the stuff that will be made into product X for customer Y.”• Stuff = Material, Energy, and Information Flows • Minimize transport costs (for products and waste)
• The Vision: Circular Economy (~4 minutes)
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Circular Economy: Product to Service Thinking
“The best way to predict the future is to inspire the next generation of students to build it better”
Digital Natives Transportation Water Manufacturing
Energy Construction ICT Retail
Finance Healthcare Education Government
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I have…
Have you noticed how the building blocks just keep getting better?
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Learning to program:My first program
Early Computer Science Class:Watson Center at Columbia 1945
Jim Spohrer’s First Program 1972
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Fast Forward 2016: Consider this…
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Microsoft CaptionBot June 19, 2016
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Microsoft CaptionBot June 20, 2016
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IBM Image Tagging
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Brief History of AI
• 1956 – Dartmouth Conference• 1956 – 1981 Micro-Worlds• 1981 – Japanese 5th Generation• 1988 – Expert Systems Peak• 1990 – AI Winter• 1997 – Deep Blue• 1997 – 2011 Real-World• 2011 – Jeopardy! & SIRI• 2013 – Cognitive Systems Institute• 2014 – Watson Business Unit &• True North Brain Chip• 2015 – “Cognition as a Service”
on IBM Bluemix
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1955 1975 1995 2015 2035 2055
Can better service help us be wiser?
Cognitive Mediator (2035): Tool, Assistant, Collaborator, Coach
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Computing: Then, Now, Projected
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2035
2055
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What might Reality 2.0 look like?
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What exists in 2016?
360,000 100,000 120,000 60,000 150,000
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How fast is Artificial Intelligence approaching?
What might it look like?
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Definition: Intelligence• Intelligence has been defined in many
different ways including as one's capacity for logic, understanding, self-awareness, learning, emotional knowledge, planning, creativity and problem solving. It can be more generally described as the ability to perceive information, and retain it as knowledge to be applied towards adaptive behaviors within an environment or context.
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Definitions: AI vs IA
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AI is Artificial Intelligence, orintelligence in machines (smart machines)
IA is Intelligence Augmentation, orpeople thinking and working together with smart machines.
IA is what IBM calls “Cognitive Computing” andthe smart machines are called “Watson Solutions” or
more generally “Digital Cognitive Systems (Cogs)”
Cognition as a Service (CaaS): AI building blocks for IA solutions
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Augmenting Workers
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How to augment workers? Very hard still
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Human Nature: Sometimes people are lazy or in a hurry
Courtesy Jean Paul JacobIBM Research Emeritus
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Definitions: Types of Cognitive System Entities(symbol and pattern processing systems)• Socio-Technical (Organization-based)
• Businesses• Cities• Nations
• Biological (Brain-based)• People• Animals
• Technological (Computation-based)• Embodied (Robot, Car, Device)• Virtual (Local, Cloud)
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Boosting Creativity and Productivity
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What types of digital cognitive systems? • Cognitive Build: Outthink Challenge (250K people)
• Imagine a digital cognitive system to help you do something important in your personal or professional lives
• Team to design it and advocate for it, and then everyone votes
• Winners: reduce waste and human suffering, screen for health issues and safety threats, learn life skills and make better choices, find what you are looking for, move around more effectively, provide emotional support, provide IT support, learn about important public policy goals and make better choices
• Types: Tool, Assistant, Collaborator, Coach, Mediator
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Types• Tool• Assistant• Collaborator• Coach• Mediator
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Types: Progression of models and capabilities
Task & World Model/Planning & Decisions
Self Model/Capacity & Limits
User Model/Episodic Memory
Institutions Model/Trust & Social Acts
Tool + - - -
Assistant ++ + - -
Collaborator +++ ++ + -
Coach ++++ +++ ++ +
Mediator +++++ ++++ +++ ++
tool assistant collaborator coach mediator
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Build: 10 million minutes of experience
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Build: 2 million minutes of experience
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Build: Hardware < Software < Data < Experience < Transformation
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Understand them…
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Work with…
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Next generation cognitive curriculum
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IBM Cloud Bluemix: Watson APIs are growing…
© IBM UPWard 2016
So far (June 2016), 100,000 faculty and students globally given access
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Wise Service System:All entities’ in networkuse cognitive mediatorsto enhance value co-creation interactions
Cognitive Mediators:Cognitive systems with deep knowledge of both customer (user) and provider (expert)as co-creators of win-win value
Entity augmentation boosts both creativity and productivity of interactions
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Cognitive Mediatorsfor all people in all roles
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Occupations = Many Tasks
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Watson Discovery Advisor
Simonite, T. 2014. Software Mines Science Papers to Make New Discoveries. MIT. November 25, 2014.URL: http://m.technologyreview.com/news/520461/software-mines-science-papers-to-make-new-discoveries/
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User Models
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Courses• 2015
• “How to build a cognitive system for Q&A task.”• 9 months to 40% question answering accuracy• 1-2 years for 90% accuracy, which questions to reject
• 2025• “How to use a cognitive system to be a better professional X.”• Tools to build a student level Q&A from textbook in 1 week
• 2035• “How to use your cognitive mediator to build a startup.”• Tools to build faculty level Q&A for textbook in one day• Cognitive mediator knows a person better than they know themselves
• 2055• “How to manage your workforce of digital workers.”• Most people have 100 digital workers.
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In Summary
“A service scienceperspective considersthe evolving ecology of service system entities, their value co-creation andcapability co-elevationinteractions, and their capabilities, constraints,rights, and responsibilities.”
Cognitive SystemsEntities
Service SystemsEntities With
CognitiveMediators
Add Rights &Responsibilities
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Future-Ready T-Shapes
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IBM Research, Patents, Data, Cognitive
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Explain external phenomena
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Explain internal phenomena
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Explainvalue co-creationphenomena
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Physics Chemistry Biology
Neuroscience Psychology ArtificialIntelligence
Engineering Management PublicPolicy
Education Design Humanities
Natural Systems
Cognitive Systems
Service Systems
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Jim Spohrer (IBM)Seoul, South Korea; October 14, 2016
Consulting Conferencehttp://www.slideshare.net/spohrer/korea-day2-tutorial-20161014-v6
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But this stuff is still really hard…
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