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Artificial Intelligence: Opportunity or threat? Jiří Vokřínek Centre for Artificial Intelligence Department of Computer Science FEE, CTU in Prague I, Robot, e.conomia events, November 8, 2017

Artificial Intelligence: Opportunity or threat?€¦ · McKinsey's State Of Machine Learning And AI, 2017 • total spent in AI by tech giants in 2016: $20B - $30B – internal R&D

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Page 1: Artificial Intelligence: Opportunity or threat?€¦ · McKinsey's State Of Machine Learning And AI, 2017 • total spent in AI by tech giants in 2016: $20B - $30B – internal R&D

Artificial Intelligence: Opportunity or threat?

Jiří Vokřínek Centre for Artificial Intelligence

Department of Computer Science

FEE, CTU in Prague

I, Robot, e.conomia events, November 8, 2017

Page 2: Artificial Intelligence: Opportunity or threat?€¦ · McKinsey's State Of Machine Learning And AI, 2017 • total spent in AI by tech giants in 2016: $20B - $30B – internal R&D

Are We Afraid?

• 1920 R.U.R.

• 1942 Asimov’s The Three Laws (of Robotics)

• 1968 Do Androids Dream of Electric Sheep?

(Blade Runner, 1982, 2017)

• 1997 Skynet (Terminator)

• 1999 Matrix

• … artificial beings are with us for ages in culture

Page 3: Artificial Intelligence: Opportunity or threat?€¦ · McKinsey's State Of Machine Learning And AI, 2017 • total spent in AI by tech giants in 2016: $20B - $30B – internal R&D

Are We Afraid?

• 1920 R.U.R.

• 1942 Asimov’s The Three Laws (of Robotics)

• 1968 Do Androids Dream of Electric Sheep?

(Blade Runner, 1982, 2017)

• 1997 Skynet (Terminator)

• 1999 Matrix

• … artificial beings are with us for ages in culture

1997 2007 2011 2015 2017

Chess Othello

Checkers

Jeopardy!

No-Limit Texas Hold’em Poker

Go

Page 4: Artificial Intelligence: Opportunity or threat?€¦ · McKinsey's State Of Machine Learning And AI, 2017 • total spent in AI by tech giants in 2016: $20B - $30B – internal R&D
Page 5: Artificial Intelligence: Opportunity or threat?€¦ · McKinsey's State Of Machine Learning And AI, 2017 • total spent in AI by tech giants in 2016: $20B - $30B – internal R&D

Artificial Intelligence is a family of technologies and scientific field that

allows/studies automation, acceleration and extreme scalability of

human perception, decision making and reasoning

Page 6: Artificial Intelligence: Opportunity or threat?€¦ · McKinsey's State Of Machine Learning And AI, 2017 • total spent in AI by tech giants in 2016: $20B - $30B – internal R&D

A Narrow I → A Extended I → A General I → A Super I

Page 7: Artificial Intelligence: Opportunity or threat?€¦ · McKinsey's State Of Machine Learning And AI, 2017 • total spent in AI by tech giants in 2016: $20B - $30B – internal R&D

A Narrow I → A Extended I → A General I → A Super I

Page 8: Artificial Intelligence: Opportunity or threat?€¦ · McKinsey's State Of Machine Learning And AI, 2017 • total spent in AI by tech giants in 2016: $20B - $30B – internal R&D

What AI Is Technically?

• Machine learning & big data analysis

• Planning, sequential decision making, optimisation

• Game theory, combinatorial auctions, game playing

• Multiagent simulation and virtual/augmented reality

Page 9: Artificial Intelligence: Opportunity or threat?€¦ · McKinsey's State Of Machine Learning And AI, 2017 • total spent in AI by tech giants in 2016: $20B - $30B – internal R&D

What AI Is Technically?

• Machine learning & big data analysis

• Planning, sequential decision making, optimisation

• Game theory, combinatorial auctions, game playing

• Multiagent simulation and virtual/augmented reality

Page 10: Artificial Intelligence: Opportunity or threat?€¦ · McKinsey's State Of Machine Learning And AI, 2017 • total spent in AI by tech giants in 2016: $20B - $30B – internal R&D

What AI Is Technically?

• Machine learning & big data analysis

• Multiagent simulation and virtual/augmented reality

• Planning, sequential decision making, optimisation

• Game theory, combinatorial auctions, game playing

Page 11: Artificial Intelligence: Opportunity or threat?€¦ · McKinsey's State Of Machine Learning And AI, 2017 • total spent in AI by tech giants in 2016: $20B - $30B – internal R&D

What AI Is Technically?

• Machine learning & big data analysis

• Multiagent simulation and virtual/augmented reality

• Planning, sequential decision making, optimisation

• Game theory, combinatorial auctions, game playing

Page 12: Artificial Intelligence: Opportunity or threat?€¦ · McKinsey's State Of Machine Learning And AI, 2017 • total spent in AI by tech giants in 2016: $20B - $30B – internal R&D

What AI Is Technically?

• Machine learning & big data analysis

• Multiagent simulation and virtual/augmented reality

• Planning, sequential decision making, optimisation

• Game theory, combinatorial auctions, game playing

Page 13: Artificial Intelligence: Opportunity or threat?€¦ · McKinsey's State Of Machine Learning And AI, 2017 • total spent in AI by tech giants in 2016: $20B - $30B – internal R&D

What AI Is Technically?

• Machine learning & big data analysis

• Multiagent simulation and virtual/augmented reality

• Planning, sequential decision making, optimisation

• Game theory, combinatorial auctions, game playing

3,287 extra lives every day | 1.3 million extra lives every year

101 minutes of extra time every day | 25.6 extra days every year

Page 14: Artificial Intelligence: Opportunity or threat?€¦ · McKinsey's State Of Machine Learning And AI, 2017 • total spent in AI by tech giants in 2016: $20B - $30B – internal R&D

What AI Is Technically?

• Machine learning & big data analysis

• Multiagent simulation and virtual/augmented reality

• Planning, sequential decision making, optimisation

• Game theory, combinatorial auctions, game playing

Page 15: Artificial Intelligence: Opportunity or threat?€¦ · McKinsey's State Of Machine Learning And AI, 2017 • total spent in AI by tech giants in 2016: $20B - $30B – internal R&D

What AI Is Technically?

• Machine learning & big data analysis

• Multiagent simulation and virtual/augmented reality

• Planning, sequential decision making, optimisation

• Game theory, combinatorial auctions, game playing

Page 16: Artificial Intelligence: Opportunity or threat?€¦ · McKinsey's State Of Machine Learning And AI, 2017 • total spent in AI by tech giants in 2016: $20B - $30B – internal R&D

What AI Is Technically?

• Machine learning, data analysis → machine perception

• Multiagent simulation and virtual/augmented reality

• Planning, sequential decision making, optimisation

• Game theory, combinatorial auctions, game playing

Page 17: Artificial Intelligence: Opportunity or threat?€¦ · McKinsey's State Of Machine Learning And AI, 2017 • total spent in AI by tech giants in 2016: $20B - $30B – internal R&D

What AI Is Technically?

• Machine learning, data analysis → machine perception

• Multiagent simulation and virtual/augmented reality

• Planning, sequential decision making, optimisation

• Game theory, combinatorial auctions, game playing

Page 18: Artificial Intelligence: Opportunity or threat?€¦ · McKinsey's State Of Machine Learning And AI, 2017 • total spent in AI by tech giants in 2016: $20B - $30B – internal R&D

What AI Is Technically?

• Machine learning, data analysis

• Multiagent simulation and virtual/augmented reality

• Planning, sequential decision making, optimisation

• Game theory, combinatorial auctions, game playing

Page 19: Artificial Intelligence: Opportunity or threat?€¦ · McKinsey's State Of Machine Learning And AI, 2017 • total spent in AI by tech giants in 2016: $20B - $30B – internal R&D

What AI Is Technically?

• Machine learning, data analysis

• Multiagent simulation and virtual/augmented reality

• Planning, sequential decision making, optimisation

• Game theory, combinatorial auctions, game playing

Page 20: Artificial Intelligence: Opportunity or threat?€¦ · McKinsey's State Of Machine Learning And AI, 2017 • total spent in AI by tech giants in 2016: $20B - $30B – internal R&D

2017 AI Success Stories: Examples

Page 21: Artificial Intelligence: Opportunity or threat?€¦ · McKinsey's State Of Machine Learning And AI, 2017 • total spent in AI by tech giants in 2016: $20B - $30B – internal R&D

McKinsey's State Of Machine Learning And AI, 2017

• total spent in AI by tech giants in 2016:

Page 22: Artificial Intelligence: Opportunity or threat?€¦ · McKinsey's State Of Machine Learning And AI, 2017 • total spent in AI by tech giants in 2016: $20B - $30B – internal R&D

McKinsey's State Of Machine Learning And AI, 2017

• total spent in AI by tech giants in 2016: $20B - $30B

Page 23: Artificial Intelligence: Opportunity or threat?€¦ · McKinsey's State Of Machine Learning And AI, 2017 • total spent in AI by tech giants in 2016: $20B - $30B – internal R&D

McKinsey's State Of Machine Learning And AI, 2017

• total spent in AI by tech giants in 2016: $20B - $30B

– internal R&D | – acquisitions

Page 24: Artificial Intelligence: Opportunity or threat?€¦ · McKinsey's State Of Machine Learning And AI, 2017 • total spent in AI by tech giants in 2016: $20B - $30B – internal R&D

McKinsey's State Of Machine Learning And AI, 2017

• total spent in AI by tech giants in 2016: $20B - $30B

– internal R&D 90% | – acquisitions 10%

Page 25: Artificial Intelligence: Opportunity or threat?€¦ · McKinsey's State Of Machine Learning And AI, 2017 • total spent in AI by tech giants in 2016: $20B - $30B – internal R&D

McKinsey's State Of Machine Learning And AI, 2017

• total spent in AI by tech giants in 2016: $20B - $30B

– internal R&D 90% | – acquisitions 10%

• total spent in AI by startups 2016:

Page 26: Artificial Intelligence: Opportunity or threat?€¦ · McKinsey's State Of Machine Learning And AI, 2017 • total spent in AI by tech giants in 2016: $20B - $30B – internal R&D

McKinsey's State Of Machine Learning And AI, 2017

• total spent in AI by tech giants in 2016: $20B - $30B

– internal R&D 90% | – acquisitions 10%

• total spent in AI by startups 2016: $6B - $9B

Page 27: Artificial Intelligence: Opportunity or threat?€¦ · McKinsey's State Of Machine Learning And AI, 2017 • total spent in AI by tech giants in 2016: $20B - $30B – internal R&D

McKinsey's State Of Machine Learning And AI, 2017

• total spent in AI by tech giants in 2016: $20B - $30B

– internal R&D 90% | – acquisitions 10%

• total spent in AI by startups 2016: $6B - $9B

• total external investment in AI in 2016:

Page 28: Artificial Intelligence: Opportunity or threat?€¦ · McKinsey's State Of Machine Learning And AI, 2017 • total spent in AI by tech giants in 2016: $20B - $30B – internal R&D

McKinsey's State Of Machine Learning And AI, 2017

• total spent in AI by tech giants in 2016: $20B - $30B

– internal R&D 90% | – acquisitions 10%

• total spent in AI by startups 2016: $6B - $9B

• total external investment in AI in 2016: $8B - $12B

Page 29: Artificial Intelligence: Opportunity or threat?€¦ · McKinsey's State Of Machine Learning And AI, 2017 • total spent in AI by tech giants in 2016: $20B - $30B – internal R&D

McKinsey's State Of Machine Learning And AI, 2017

• total spent in AI by tech giants in 2016: $20B - $30B

– internal R&D 90% | – acquisitions 10%

• total spent in AI by startups 2016: $6B - $9B

• total external investment in AI in 2016: $8B - $12B

– machine learning

Page 30: Artificial Intelligence: Opportunity or threat?€¦ · McKinsey's State Of Machine Learning And AI, 2017 • total spent in AI by tech giants in 2016: $20B - $30B – internal R&D

McKinsey's State Of Machine Learning And AI, 2017

• total spent in AI by tech giants in 2016: $20B - $30B

– internal R&D 90% | – acquisitions 10%

• total spent in AI by startups 2016: $6B - $9B

• total external investment in AI in 2016: $8B - $12B

– 60% machine learning

Page 31: Artificial Intelligence: Opportunity or threat?€¦ · McKinsey's State Of Machine Learning And AI, 2017 • total spent in AI by tech giants in 2016: $20B - $30B – internal R&D

McKinsey's State Of Machine Learning And AI, 2017

• total spent in AI by tech giants in 2016: $20B - $30B

– internal R&D 90% | – acquisitions 10%

• total spent in AI by startups 2016: $6B - $9B

• total external investment in AI in 2016: $8B - $12B

– 60% machine learning

• AI spent: geographical distribution

Page 32: Artificial Intelligence: Opportunity or threat?€¦ · McKinsey's State Of Machine Learning And AI, 2017 • total spent in AI by tech giants in 2016: $20B - $30B – internal R&D

McKinsey's State Of Machine Learning And AI, 2017

• total spent in AI by tech giants in 2016: $20B - $30B

– internal R&D 90% | – acquisitions 10%

• total spent in AI by startups 2016: $6B - $9B

• total external investment in AI in 2016: $8B - $12B

– 60% machine learning

• AI spent: geographical distribution

– US 66% | – China 17% | – rest of the world 17%

Page 33: Artificial Intelligence: Opportunity or threat?€¦ · McKinsey's State Of Machine Learning And AI, 2017 • total spent in AI by tech giants in 2016: $20B - $30B – internal R&D

• CyberSecurity

• Transport & Logistics

• Internet of Things

• Home & Buildings & Cities

• Manufacturing

• Virtual & Augmented Reality

• Journalism & Automated Content

• Fintech, Insurance, Legal

• Medicine

• Education

Artificial Intelligence 2017 - 2027

Page 34: Artificial Intelligence: Opportunity or threat?€¦ · McKinsey's State Of Machine Learning And AI, 2017 • total spent in AI by tech giants in 2016: $20B - $30B – internal R&D

Next BIG thing in AI:

Page 35: Artificial Intelligence: Opportunity or threat?€¦ · McKinsey's State Of Machine Learning And AI, 2017 • total spent in AI by tech giants in 2016: $20B - $30B – internal R&D

Next BIG thing in AI: AI Explainability

credit DARPA

Page 36: Artificial Intelligence: Opportunity or threat?€¦ · McKinsey's State Of Machine Learning And AI, 2017 • total spent in AI by tech giants in 2016: $20B - $30B – internal R&D

Next BIG thing in AI: Simulated Worlds

Page 37: Artificial Intelligence: Opportunity or threat?€¦ · McKinsey's State Of Machine Learning And AI, 2017 • total spent in AI by tech giants in 2016: $20B - $30B – internal R&D

Challenges of AI in 2020 and Beyond

1. AI Monopoly & Manipulation

2. Security and Privacy

3. Regulation and Oversight

4. Jobs and Social System

Page 38: Artificial Intelligence: Opportunity or threat?€¦ · McKinsey's State Of Machine Learning And AI, 2017 • total spent in AI by tech giants in 2016: $20B - $30B – internal R&D
Page 39: Artificial Intelligence: Opportunity or threat?€¦ · McKinsey's State Of Machine Learning And AI, 2017 • total spent in AI by tech giants in 2016: $20B - $30B – internal R&D

Up to 47 percent of jobs in 20 years will go, 3.8 million US jobs are related to driving

AI would replace: 83% of jobs paying < $20/hour and 4% of jobs paying >$40/hour

Page 40: Artificial Intelligence: Opportunity or threat?€¦ · McKinsey's State Of Machine Learning And AI, 2017 • total spent in AI by tech giants in 2016: $20B - $30B – internal R&D

Opportunity or threat?