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LuXetVeritas
Yale Class of 1965 Annual Dinner
Yale Club of New York
October 26, 2018
David Roscoe
Artificial Intelligence:
The What and the So-What
NYC Easter Parade: 1903
Can You Spot the Car?
NYC Easter Parade: 1915
Now, Can You Spot the Horse?
Humans are not wired to anticipate
exponential change
Bill Gates: Digital Penetration
“People
overestimate what
will happen in the
next three years,
and greatly
underestimate
what will happen
in the next ten.”
“Artificial intelligence is more profound
than humanity’s mastery of electricity
or fire.”
Sundar Pichai, CEO Google
Davos, February 2018
Why I’m Hooked
And Fred Will be
16
Profound Transformation Will
Occur
 Unstoppable progress
 Huge benefits
 Much At Stake
 Human values
 Future of work
 Destiny of human
species
By the Year 2030…
So I Ask Myself…
What Does Fred Need to Know?
My Involvement in the AI Community
 2016: Hastings Center Project: “Ethics of AI”
 Funded by Future of Life Institute (Elon Musk, Max
Tegmark)
 Public results presented in NYC and Yale in Dec 2018
 2017: “Partnership on AI for Benefit of Humans &
Society” (PAI)
 Non-profit founded by AMZN, AAPL, FB, GOOG, IBM,
MSFT
 Kickoff—Berlin Oct 2017; Status—San Francisco, Nov
2018
 2018: Global Governance of AI—Can it be
accomplished?
 Build guardrails, not stop signs
AI 101: What is it?
A Simple definition How is it created?
 It is software that
mimics actions
requiring human
intelligence
 planning, learning,
reasoning, predicting
 problem solving,
knowledge
representation
 perception, motion,
manipulation
 social skills, and
creativity
 Two distinct steps
1. It LEARNS how to
do these intelligent
actions
1. It ACTS
 By ASSISTING humans
 By AUGMENTING
humans
 By REPLACING
humans
AI 101: Types of AI
 Narrow AI: Trained for specific tasks
 Effective, but inflexible…sweeping the world today
 Growth drivers: huge databases, massive compute
power
 Artificial General Intelligence (AGI): Equal to
humans
 Obstacles: common sense, adaptable, “learn how to
learn”
 Timing: experts disagree
 Artificial Super Intelligence (ASI): Smarter than
humans
 Hollywood fixation: Hal, The Matrix, Terminator,
AI 101: AI Learns in Two Ways
 Machine Learning: “Black box” pattern
recognition
 Most prevalent today
 The more data and compute power, the better
 Finds patterns undetectable by humans, cannot
explain itself
 Uses: identifying, translating, predicting
 Reinforcement Learning: “Learns like a baby”
 Hottest new technique
 Run millions of trial-and-error experiments
 Ratchets its way to extraordinary proficiency
 Uses: strategy, decision-making, human interaction
What Can AI Do Now?
 Games have created huge media buzz
 2016: Alpha Go beats world champions (Machine
Learning)
 2017: Alpha Zero beats Alpha GO (Reinforcement
Learning)
 But AI is ALREADY MUCH MORE than
games
 It SEES: facial recognition for Chinese police
 It HEARS: better than humans in transcribing
speech into text
 It UNDERSTANDS: reads lips better than expert lip
readers
 It WORKS: does 150 person-days of legal work in
The AI Paradox
 “As soon as AI successfully solves a problem and
becomes useful, the problem is no longer
considered AI.” --Gary Kasparov
 AI is anything that hasn’t been done yet.”--Douglas
Hofstadter
AI Will Transform Every Industry
Industry Transformation:
Two High Value Opportunities
 Healthcare: Better, safer, fairer, cheaper
 Doctors: Diagnostics, treatment selection, surgical
assistance
 Patients: Compliance monitoring, physical exams
 Cures: Genetic diseases, drug design
 Public health: Epidemic forecasting
 Transportation: Safer, greener, cheaper, more
efficient
 Business model: Selling cars  Mobility as a Service
 Car/truck fleets: on demand, self-driving, connected to
smart roads
 Phased rollout: assist, augment, replace humans
 Urban design: less parking, mass transit
Growth is Unstoppable
 Innovation
 Competition
Innovation :
On the Cusp of a Cambrian
Explosion
 AI software: Just getting started
 Creativity: New algorithms coming
 Democratization: millions of developers, globally available
platforms
 Breakthrough: AI will create AI…A recursive cycle with no
bounds!
 Technology convergence: Unforeseeable synergies
 The Internet of Things (IOT)
 Robotics
 Genetic Engineering
 Virtual Reality
 Nanotechnology
 3D Printing
 Block chain
The Internet of Things (IOT):
A Network of Sensors
 How IOT works: Sensors capture and send data
 Heat, light, motion, chemicals, moisture, usage, pictures,
videos, etc.
 Transmitted to a local or central AI to analyze and act
 Where IOT will be installed: Anywhere, everywhere
 Cars, trucks, roads, ships, factories, buildings, power
grids, farms, food, appliances, clothes, packages,
medical devices…and people!!
 Why IOT will explode: Tinier, more flexible, cheaper
 8 billion IOT sensors today, 50 billion by 2020, 1 trillion
by 2030
 IOT databases will double in size every 18 months
High Stakes Competition:
The Race for Global Dominance
 “The country who becomes the
leader in AI will rule the world.”
--Vladimir Putin, Sept 2017
“This is a two-horse
race…all other countries
will be forced to align
with either the US or
China.”
--Kai Fu Lee. Sept 2018
USA vs. China:
The Tale of the Tape
 USA’s Edge: An Early Lead based on AI-centric Ecosystem
 Titans: AAPL, AMZN, FB, GOOG, IBM, MSFT
 Mindset: Commercial dominance, win or die
 Horizon: Next fifteen years
 Advantage: Strong ties to best-in-world academia
 Investment: $60B R&D, $27B of VC capital, 2100 AI startups
 Culture: Mistrust between corporations, government, and
citizens
 China’s Edge: A Comprehensive Ambitious National
Strategy
 Titans: Alibaba, Baidu, Tencent, integral part of President Xi’s
plans
 Mindset: Achieve commercial and geopolitical AI dominance
by 2030
 Horizon: Next century
 Advantage: Massive databases, IOT deployment, research
ecosystem
 Investment: Surveillance, military, smart cities, e-commerce
 Safety
 Benefit: Self-driving will cut 40k annual deaths in half
 Obstacles: testing, local laws, insurance, culture
 Rollout: perfect safety, or only better than humans?
 Security
 Autonomous killer drones would transform warfare
forever
 WW3 is inevitable if one country dominates. –Musk,
Putin
 AI scientists plea for a permanent ban, but who will
listen?
 Privacy
 Control: Who owns your ecommerce and social media
data?
 Surveillance: Neighborhood safety, but at what price?
Social and Ethical Implications:
Today’s Hot Button Issues
Deeper Concerns:
Transparency, Fairness, and Trust
 Transparency
 Explainability: AI decisions are opaque, mysterious
 Mistakes: Should a doctor override an AI diagnosis?
 Accountability: Who is liable for AI’s errors?
 Fairness
 Bias: Deeply embedded in human databases, hard to
scrub
 Minorities: Discriminatory decisions--bank loans, job
offers, bail
 Equality: Who shares AI benefits? Will inequality
worsen?
 Trust
 Authenticity: Fake news/videos erode trust in public
institutions
 Care-bots and sex-bots: Essentially “benevolent
Ultimate Goal:
Alignment of AI with Human Values
 The Challenge: Do no harm, benefit all of
humanity
 Safety, privacy, fairness, authenticity: conflicts and
tradeoffs
 Individual preferences, social and ethical norms,
values
 Community and national borders add complexity
 The Unanswered Questions
 Whose norms and values should guide AI’s
decisions?
 Who gets to decide that question?
AI and Jobs:
New Economy or a New Society?
 Two powerful counter forces being produced by AI
 Jobs will be destroyed: physical, repetitive, structured
decisions
 Jobs will be created: empathy, unstructured, creativity,
leadership
 Experts disagree: which force is stronger?
 Bulls: A New Economy ahead (Industrial Revolution
4.0)
 Seen this movie before; more Schumpeter’s “creative
destruction”
 After a temporary disruption, a better economy will
emerge
 Bears: A New Society ahead (New Social Contract)
 Permanent job crisis: expectation of a job no longer valid
 Human impact: financial security, self-respect, dignity,
For 2.7 Billion Global Workers in
2030:
A Rocky 12 Years Lies Ahead
 McKinsey forecast: Greatest labor market disruption
in history
 Global job market: 400mm (15%) lost jobs, up to 800mm
(30%)
 Disparities: India least, Japan most; USA lost jobs—
45mm (30%)
 Good news: Bright future is achievable, but not
inevitable
 Job training, safety nets, portable insurance
 Private/public partnerships
 Education system transformation
 Bad news: The transition phase will be brutal
 Both blue collar and white collar jobs at risk
 Populism will intensify
 Desperate need for political leadership
The Future of AI:
Will It Equal or Exceed Humans?
 Artificial General Intelligence (AGI)
 Deep controversies over feasibility and timing
 Ray Kurzweil: 2030
 Daniel Kahnemann: At least 100 years, if ever
 Consensus estimate: 2050…in your children’s lifetimes
 Artificial Super Intelligence (SGI)
 Once AGI arrives, a process of recursive self-
improvement begins
 SGI will quickly follow
 Will SGI acquire emotions, gain consciousness?
 Are controls even possible?
Artificial Super Intelligence:
Implications for the Human Species
 Utopians: Ray Kurzweil, Max Tegmark
 The “”Singularity” is human destiny
 Biological embodiment is unnecessary; “Life 3.0’”
 Dystopians: Elon Musk, Nick Bostrom
 We either become SGI “pets”
 Or we become extinct
 Agnostics: Mark Zuckerberg, Stephen Hawking,
Stuart Russell, Yuval Harari
 Ignore SGI: It’s a distraction from immediate issues
 Prepare now: Precautionary principle
Super Intelligence: Heaven or Hell?
“…but we CANNOT KNOW if we will be infinitely helped
or ignored and sidelined by it, or conceivably destroyed
I think Stephen Hawking got it right:
“AI will exceed human intelligence…
But Let’s Be Prepared For It
To My Grandson Fred in 2030
On His 16th Birthday
 You’ve grown up in a revolutionary era
 Untold wealth and power have been created
 Our planet is safer, healthier, greener, and fairer
 (But maybe not?)
 You’ll never need a drivers license
 You’ll have a job if you remain curious, creative,
and resilient
 Stay alert—AGI is just around the corner
 So soon you’ll know whether Heaven or Hell
awaits you
At Our 65th Annual Reunion in 2030
 These last 12 years have been unbelievably
wild
 I hope I’m around to catch the ending
 How about you?
THANKS
LuXetVeritas
Yale Class of 1965 Annual Dinner
Yale Club of New York
October 26, 2018
David Roscoe
Artificial Intelligence:
The What and the So-What

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AI Presentation Y65 Class Dinner

  • 1. LuXetVeritas Yale Class of 1965 Annual Dinner Yale Club of New York October 26, 2018 David Roscoe Artificial Intelligence: The What and the So-What
  • 2. NYC Easter Parade: 1903 Can You Spot the Car?
  • 3. NYC Easter Parade: 1915 Now, Can You Spot the Horse?
  • 4. Humans are not wired to anticipate exponential change Bill Gates: Digital Penetration “People overestimate what will happen in the next three years, and greatly underestimate what will happen in the next ten.”
  • 5. “Artificial intelligence is more profound than humanity’s mastery of electricity or fire.” Sundar Pichai, CEO Google Davos, February 2018
  • 6. Why I’m Hooked And Fred Will be 16 Profound Transformation Will Occur  Unstoppable progress  Huge benefits  Much At Stake  Human values  Future of work  Destiny of human species By the Year 2030… So I Ask Myself… What Does Fred Need to Know?
  • 7. My Involvement in the AI Community  2016: Hastings Center Project: “Ethics of AI”  Funded by Future of Life Institute (Elon Musk, Max Tegmark)  Public results presented in NYC and Yale in Dec 2018  2017: “Partnership on AI for Benefit of Humans & Society” (PAI)  Non-profit founded by AMZN, AAPL, FB, GOOG, IBM, MSFT  Kickoff—Berlin Oct 2017; Status—San Francisco, Nov 2018  2018: Global Governance of AI—Can it be accomplished?  Build guardrails, not stop signs
  • 8. AI 101: What is it? A Simple definition How is it created?  It is software that mimics actions requiring human intelligence  planning, learning, reasoning, predicting  problem solving, knowledge representation  perception, motion, manipulation  social skills, and creativity  Two distinct steps 1. It LEARNS how to do these intelligent actions 1. It ACTS  By ASSISTING humans  By AUGMENTING humans  By REPLACING humans
  • 9. AI 101: Types of AI  Narrow AI: Trained for specific tasks  Effective, but inflexible…sweeping the world today  Growth drivers: huge databases, massive compute power  Artificial General Intelligence (AGI): Equal to humans  Obstacles: common sense, adaptable, “learn how to learn”  Timing: experts disagree  Artificial Super Intelligence (ASI): Smarter than humans  Hollywood fixation: Hal, The Matrix, Terminator,
  • 10. AI 101: AI Learns in Two Ways  Machine Learning: “Black box” pattern recognition  Most prevalent today  The more data and compute power, the better  Finds patterns undetectable by humans, cannot explain itself  Uses: identifying, translating, predicting  Reinforcement Learning: “Learns like a baby”  Hottest new technique  Run millions of trial-and-error experiments  Ratchets its way to extraordinary proficiency  Uses: strategy, decision-making, human interaction
  • 11. What Can AI Do Now?  Games have created huge media buzz  2016: Alpha Go beats world champions (Machine Learning)  2017: Alpha Zero beats Alpha GO (Reinforcement Learning)  But AI is ALREADY MUCH MORE than games  It SEES: facial recognition for Chinese police  It HEARS: better than humans in transcribing speech into text  It UNDERSTANDS: reads lips better than expert lip readers  It WORKS: does 150 person-days of legal work in
  • 12. The AI Paradox  “As soon as AI successfully solves a problem and becomes useful, the problem is no longer considered AI.” --Gary Kasparov  AI is anything that hasn’t been done yet.”--Douglas Hofstadter
  • 13. AI Will Transform Every Industry
  • 14. Industry Transformation: Two High Value Opportunities  Healthcare: Better, safer, fairer, cheaper  Doctors: Diagnostics, treatment selection, surgical assistance  Patients: Compliance monitoring, physical exams  Cures: Genetic diseases, drug design  Public health: Epidemic forecasting  Transportation: Safer, greener, cheaper, more efficient  Business model: Selling cars  Mobility as a Service  Car/truck fleets: on demand, self-driving, connected to smart roads  Phased rollout: assist, augment, replace humans  Urban design: less parking, mass transit
  • 15. Growth is Unstoppable  Innovation  Competition
  • 16. Innovation : On the Cusp of a Cambrian Explosion  AI software: Just getting started  Creativity: New algorithms coming  Democratization: millions of developers, globally available platforms  Breakthrough: AI will create AI…A recursive cycle with no bounds!  Technology convergence: Unforeseeable synergies  The Internet of Things (IOT)  Robotics  Genetic Engineering  Virtual Reality  Nanotechnology  3D Printing  Block chain
  • 17. The Internet of Things (IOT): A Network of Sensors  How IOT works: Sensors capture and send data  Heat, light, motion, chemicals, moisture, usage, pictures, videos, etc.  Transmitted to a local or central AI to analyze and act  Where IOT will be installed: Anywhere, everywhere  Cars, trucks, roads, ships, factories, buildings, power grids, farms, food, appliances, clothes, packages, medical devices…and people!!  Why IOT will explode: Tinier, more flexible, cheaper  8 billion IOT sensors today, 50 billion by 2020, 1 trillion by 2030  IOT databases will double in size every 18 months
  • 18. High Stakes Competition: The Race for Global Dominance  “The country who becomes the leader in AI will rule the world.” --Vladimir Putin, Sept 2017 “This is a two-horse race…all other countries will be forced to align with either the US or China.” --Kai Fu Lee. Sept 2018
  • 19. USA vs. China: The Tale of the Tape  USA’s Edge: An Early Lead based on AI-centric Ecosystem  Titans: AAPL, AMZN, FB, GOOG, IBM, MSFT  Mindset: Commercial dominance, win or die  Horizon: Next fifteen years  Advantage: Strong ties to best-in-world academia  Investment: $60B R&D, $27B of VC capital, 2100 AI startups  Culture: Mistrust between corporations, government, and citizens  China’s Edge: A Comprehensive Ambitious National Strategy  Titans: Alibaba, Baidu, Tencent, integral part of President Xi’s plans  Mindset: Achieve commercial and geopolitical AI dominance by 2030  Horizon: Next century  Advantage: Massive databases, IOT deployment, research ecosystem  Investment: Surveillance, military, smart cities, e-commerce
  • 20.  Safety  Benefit: Self-driving will cut 40k annual deaths in half  Obstacles: testing, local laws, insurance, culture  Rollout: perfect safety, or only better than humans?  Security  Autonomous killer drones would transform warfare forever  WW3 is inevitable if one country dominates. –Musk, Putin  AI scientists plea for a permanent ban, but who will listen?  Privacy  Control: Who owns your ecommerce and social media data?  Surveillance: Neighborhood safety, but at what price? Social and Ethical Implications: Today’s Hot Button Issues
  • 21. Deeper Concerns: Transparency, Fairness, and Trust  Transparency  Explainability: AI decisions are opaque, mysterious  Mistakes: Should a doctor override an AI diagnosis?  Accountability: Who is liable for AI’s errors?  Fairness  Bias: Deeply embedded in human databases, hard to scrub  Minorities: Discriminatory decisions--bank loans, job offers, bail  Equality: Who shares AI benefits? Will inequality worsen?  Trust  Authenticity: Fake news/videos erode trust in public institutions  Care-bots and sex-bots: Essentially “benevolent
  • 22. Ultimate Goal: Alignment of AI with Human Values  The Challenge: Do no harm, benefit all of humanity  Safety, privacy, fairness, authenticity: conflicts and tradeoffs  Individual preferences, social and ethical norms, values  Community and national borders add complexity  The Unanswered Questions  Whose norms and values should guide AI’s decisions?  Who gets to decide that question?
  • 23. AI and Jobs: New Economy or a New Society?  Two powerful counter forces being produced by AI  Jobs will be destroyed: physical, repetitive, structured decisions  Jobs will be created: empathy, unstructured, creativity, leadership  Experts disagree: which force is stronger?  Bulls: A New Economy ahead (Industrial Revolution 4.0)  Seen this movie before; more Schumpeter’s “creative destruction”  After a temporary disruption, a better economy will emerge  Bears: A New Society ahead (New Social Contract)  Permanent job crisis: expectation of a job no longer valid  Human impact: financial security, self-respect, dignity,
  • 24. For 2.7 Billion Global Workers in 2030: A Rocky 12 Years Lies Ahead  McKinsey forecast: Greatest labor market disruption in history  Global job market: 400mm (15%) lost jobs, up to 800mm (30%)  Disparities: India least, Japan most; USA lost jobs— 45mm (30%)  Good news: Bright future is achievable, but not inevitable  Job training, safety nets, portable insurance  Private/public partnerships  Education system transformation  Bad news: The transition phase will be brutal  Both blue collar and white collar jobs at risk  Populism will intensify  Desperate need for political leadership
  • 25. The Future of AI: Will It Equal or Exceed Humans?  Artificial General Intelligence (AGI)  Deep controversies over feasibility and timing  Ray Kurzweil: 2030  Daniel Kahnemann: At least 100 years, if ever  Consensus estimate: 2050…in your children’s lifetimes  Artificial Super Intelligence (SGI)  Once AGI arrives, a process of recursive self- improvement begins  SGI will quickly follow  Will SGI acquire emotions, gain consciousness?  Are controls even possible?
  • 26. Artificial Super Intelligence: Implications for the Human Species  Utopians: Ray Kurzweil, Max Tegmark  The “”Singularity” is human destiny  Biological embodiment is unnecessary; “Life 3.0’”  Dystopians: Elon Musk, Nick Bostrom  We either become SGI “pets”  Or we become extinct  Agnostics: Mark Zuckerberg, Stephen Hawking, Stuart Russell, Yuval Harari  Ignore SGI: It’s a distraction from immediate issues  Prepare now: Precautionary principle
  • 27. Super Intelligence: Heaven or Hell? “…but we CANNOT KNOW if we will be infinitely helped or ignored and sidelined by it, or conceivably destroyed I think Stephen Hawking got it right: “AI will exceed human intelligence… But Let’s Be Prepared For It
  • 28. To My Grandson Fred in 2030 On His 16th Birthday  You’ve grown up in a revolutionary era  Untold wealth and power have been created  Our planet is safer, healthier, greener, and fairer  (But maybe not?)  You’ll never need a drivers license  You’ll have a job if you remain curious, creative, and resilient  Stay alert—AGI is just around the corner  So soon you’ll know whether Heaven or Hell awaits you
  • 29. At Our 65th Annual Reunion in 2030  These last 12 years have been unbelievably wild  I hope I’m around to catch the ending  How about you? THANKS
  • 30. LuXetVeritas Yale Class of 1965 Annual Dinner Yale Club of New York October 26, 2018 David Roscoe Artificial Intelligence: The What and the So-What

Editor's Notes

  1. So let’s get going. We’ll start with this picture of the NYC Easter Parade in 1903. Can you find the car? There it is…a pioneer amongst a sea of horses.
  2. Here’s another picture of the Easter Parade ten years later. Now, can you find the Horse? Here it is. The point is that when a disruptive technology is created, the world embraces it with a vengeance, and it spreads like wildfire. And no one saw it coming.