SlideShare a Scribd company logo
1 of 44
The singularity is coming
Takuya Matsuda
Professor Emeritus of Kobe University
2015/10/28
Code Blue
The Problem of the Year 2045
When Computers surpass Humankind
• Kosaido Shoten
• 2013, January
• Keibundo Book Award
What is the technological singularity?
• The date when the superintelligence (SI) will
appear
– 2045? (R. Kurzweil)
• What is the superintelligence?
– Entity far more intelligent than human
• The date when intelligence explosion will occur
– AI will rewrite its own code (I.J. Good)
• Science and technology developed enormously by
SI
– Human society will be hugely influenced
Hollywood view of Artificial
Intelligence
映画 Matrix
2001 A Space Odyssey
HAL9000: Strong AI
Stanley Kubrick, 1998
The Terminator
Skynet, Killer robots
James Cameron, 1985
Ghost in the Shell: Cyborg,
Cyberbrain
Masamune Shirow, 1991; Film 1995,
2004 (Mamoru Oshii), 2011, 2013,
2015
The Matrix: Neo and the Architect
Simulated reality hypothesis
The Wachowski Brothers, 1999
Her: Virtual assistant
Spike Jonze, 2013
Transcendence:
Mind Uploading
Wally Pfister, 2014
Lucy: Superhuman
Luc Besson, Scarlett Johanson, 2014
Ex-Machina: Turing test
Alex Garland, 2015
Classification of superintelligence (SI)
• Machine SI
– Terminator, Matrix
• Public image
• Superhuman
– Biologically enhanced human
– Lucy
• Not plausible
• Intelligent Amplification (IA)
– Ghost in the shell
• Most likely
Classification of artificial intelligence
• Narrow AI
– Specific purposes
– Current AI
– Chess machine, Shogi machine, Watson
– Siri ( Virtual assistant )
• Artificial general intelligence (AGI)
– Human-like AI
– With common sense
– 2029? (R. Kurzweil)
Path to the AGI
• Biological path
– Emulate the neocortex
• Mathematical path
– Deep Learning, Fashionable
• Engineering path
– Current classical AI
– Watson
Road to the singularity
• 2015-2029
– Smart machine (Gartner)
– Technological unemployment
• 2029: Pre-singularity
– AGI with 1H (Human)?
– Pass the Turing test? (R. Kurzweil)
– The ghost in the shell (M. Shirow)
• 2045: The singularity
– Intellectual capacity of all human combined (109-
10H) (R. Kurzweil)
When the singularity will occur?
• Specialist opinion poll
• 2020s: 10%
• 2040-2050: 50%
• 21st century: 90%
• Never happen:10%
– Superintelligence (Nick Bostrom, 2014)
World view after singularity
• Utopian view
– R. Kurzweil
– Immortal
– SI will solve all awkward problems
• Apocalyptic view
– Humankind will be terminated or enslaved
– Hollywood view
Argument of AI threat
• Stephan Hawking (Astrophysicist)
• Elon Musk (Tesla Morters)
– AI is nuke!
– But investment to the AI company Vicarious
• Bill Gates (Microsoft)
– MS invests AI hugely
• Hollywood view
Specialists do not agree the AI threat
• Very good: 20%
• Good: 40%
• Neutral: 15%
• Bad: 15%
• Very bad: 10%
– Superintelligence (Nick Bostrom, 2014)
Realistic world after singularity
• SI and humankind will coexist
• Widening gap between nations?
– Nations with SI and those without
– Developed countries and developing countries in
the 21st century
• Widening gap between individuals?
– Rich people only will be saved?
– Elysium
Society we should look for after the
singularity, 1
• Omnipotent and omnibenevolent superintteligence?
– Global brain?
• Need not to work?
– Everybody are teachers of culture centers
– Basic income will be provided by the government
Ancient Greek and Rome
• Slaves performed works
• Citizens did research, sports, entertainment
• Ancient Athens: Population of some hundred
thousand
– Some ten thousand citizens and hundred
thousand slaves
• Future society
– Robots with AI do works
– All human do research, sports and entertainment
Ancient Greek Life
Political and social implication of SI
Owner of SI can dominate the world
Turning points of humankind
• Agricultural revolution: 10000 y ago
– Settlement, village, city, nation
• Industrial revolution: 250 y ago
– Successful developed countries
• Europe, America and Japan
– Unsuccessful developing countries
• China and India
• Coming another industrial revolution
China’s past failure
• China was traditionally big and advanced country
• Early Ming dynasty (1405-1433)
• Zheng He’s expedition
• Fleet of 317 ships holding 28,000 crewmen
• Brunei, Java, Thailand, India, Africa and Arabia
• China could become a world empire
• But destroid all records
• Spain (1492), Portugal (1498), Netherland,
England dominated ocean
• West dominates the world hereafter
Japanese marginal success
• End of Edo era
• Four American warships visited Japan and gave a
huge shock
• Expulsion of foreigners!
– Nonsensical slogan
– Satsuma and Choshu were defeated by foreign forces
• Iwakura Mission to America and Europe
– Change the foreign policy to open the country
• Rulers are Shogun, Daimyo and Kuge
– Samurai of lower class worked hard
Iwakura Mission
Present and future Japan
• Present time is analogous to the end of Edo era
– Sleeping in peace
• SI will be future black warships
• Ruling class must awake
– Politician, Bureaucrat, Entrepreneur, Media
• Present patriot
– Instead of marshal arts and Dutch studies,
Mathematics, Computer and English are needed
– Capable people who can build SI
– Petite genius
Present and Near Future of AI
Can one stop the advance of AI?
No!!
• Two motivation of promotion of AI
• Military: Pentagon
– US national security: Topmost important factor
– Challenge by China
• Money: Wall Street
– Search and advertisement
– Home, Industry, Military Robots
• Cannot stop it
Governmental level
• EU
– Human Brain Project
– Simulate human brain by super computer
– 160 B Yen in 10 years
– By 2023
• USA
– Brain Initiative
– Clarify the functions of brain
IT giants and AI
• Google
• Facebook
• Microsoft
• IBM: Watson、SyNAPSE、Cortical Processor
• Baidu: Artificial Intelligence Institute,
– Andrew Ng
Competition on AI
• Manhattan project of AI
• Google secured many AI researchers
• Deep Mind
• Deep Learning: J. Hinton
• Singularity: R. Kurzweil
• Japanese startup for humanoid robots: SHAFT
• Intelligent people are the most important factor
in future society
• Buy genius?
Ambition of Google
• Google glass
• Google cat
• Autonomous cars
• D-Wave quantum computers
• Hire R. Kurzweil
• DeepMind: 65 B Yen
• Buy 8 robots company
• NEST: 320 B Yen
• Artificial satellite: 50 B Yen
Japanese programs
• Dwango AI Institute
• Recruit AI Institute
• AIST
• Ministry of Internal Affairs and Communications
• Ministry of Education, Culture, Sports, Science and
Technology
• US IT Corp: Western Governments: Japan=100:10:1
• Japan will almost certainly lose
Whole Brain Architecture Workshop
• http://www.sig-agi.org/wba
Singularity from Japan!!
• Dr. Motoaki Saito
– “Shock by Exa-scale”
– Medical doctor of Tokyo Univ.
• Successful startup at Silicon valley
• Development of supercomputer in Japan
– 7 months+4months
– Top Green 500 2015, 1-3 position
• Exa-scale supercomputer is possible by 2020
Neuro Synaptic Processing Unit
• Current PEZY chip: 1024 cores
• 10^11cores, 10^14 interconnect
• By 2020-2025
• Human brain
– 10^11 neurons, 10^14 synapses
• Within 6-8 litter
• 10^7-10^10 times more capable than human
brain
• Singularity from Japan!!??
• Hardware will be OK. Software is our target.
My SI and IA
• Hardware is Saito machine (2020-2025)
• Software: HTM theory? HSTM theory?
• Synthesized neocortex is on the cloud
• Humans contact with it through wearable
• All information are there
• Help scientific research, paper writing and
experiment
• Scientific explosion
My roadmap
• Skank-works type institution
• 10-30 petit genius
• 30 million yen/person, year
• 15 years development time
• 4.5-13.5 B Yen
– F35: 14 B Yen
• Huge increase of productivity
• Exa-scale supercomputer
• 25 B Yen
Intelligence amplification
• We already amplify our brain
– Books, Wikipedia
– Smartphone, HMD
• Human and AI are unified
– Virtual assistant like Siri
• Non invasive manner
– HMD, Brain waves
• Invasive manner
– Chips in the brain
Give rise to the singularity from Japan
• Essential to save aging Japan
• Japan will almost certainly lose
• Let us make superintelligent machine
– Saito’s brain computer
• Let us invent The Master Algorithm
• Young power is necessary

More Related Content

What's hot

(r)Evolution of Machine Learning
(r)Evolution of Machine Learning(r)Evolution of Machine Learning
(r)Evolution of Machine LearningPankaj Tirpude
 
A Brief History of Creativity from Cheops Pyramid to Silicon Valley: 5000 Yea...
A Brief History of Creativity from Cheops Pyramid to Silicon Valley: 5000 Yea...A Brief History of Creativity from Cheops Pyramid to Silicon Valley: 5000 Yea...
A Brief History of Creativity from Cheops Pyramid to Silicon Valley: 5000 Yea...piero scaruffi
 
The Singularity and you
The Singularity and youThe Singularity and you
The Singularity and youpiero scaruffi
 
Artificial Intelligence: Should You Be Worried?
Artificial Intelligence: Should You Be Worried?Artificial Intelligence: Should You Be Worried?
Artificial Intelligence: Should You Be Worried?Harry Blanchard
 
What is the dao of an ant
What is the dao of an antWhat is the dao of an ant
What is the dao of an antpiero scaruffi
 
A Training & Simulation Perspective on Maritime Information & Automation
A Training & Simulation Perspective on Maritime Information & AutomationA Training & Simulation Perspective on Maritime Information & Automation
A Training & Simulation Perspective on Maritime Information & AutomationAndy Fawkes
 
Introduction to "Body" for SMMMASH
Introduction to "Body" for SMMMASHIntroduction to "Body" for SMMMASH
Introduction to "Body" for SMMMASHpiero scaruffi
 
The future - 2038
The future - 2038The future - 2038
The future - 2038Jim Isaak
 
Is The Singularity Near
Is The Singularity NearIs The Singularity Near
Is The Singularity NearUKH+
 
Selfies, Surveillance and the Voluntary Panopticon
Selfies, Surveillance and the Voluntary Panopticon Selfies, Surveillance and the Voluntary Panopticon
Selfies, Surveillance and the Voluntary Panopticon piero scaruffi
 
Art, Science & Creativity - A Lecture by Piero Scaruffi
Art, Science & Creativity - A Lecture by Piero ScaruffiArt, Science & Creativity - A Lecture by Piero Scaruffi
Art, Science & Creativity - A Lecture by Piero Scaruffibnidever
 
Sogetilabs webinar: Uniting Robotics and IT Testing
Sogetilabs webinar: Uniting Robotics and IT TestingSogetilabs webinar: Uniting Robotics and IT Testing
Sogetilabs webinar: Uniting Robotics and IT TestingSogetiLabs
 
The Best Kept Secret in Silicon Valley
The Best Kept Secret in Silicon ValleyThe Best Kept Secret in Silicon Valley
The Best Kept Secret in Silicon Valleypiero scaruffi
 
A History of Silicon Valley
A History of Silicon ValleyA History of Silicon Valley
A History of Silicon Valleypiero scaruffi
 
Best-robotics-training-in-mumbai
Best-robotics-training-in-mumbaiBest-robotics-training-in-mumbai
Best-robotics-training-in-mumbaiUnmesh Baile
 
Inventions and inventors
Inventions and inventorsInventions and inventors
Inventions and inventorsAna María
 

What's hot (20)

(r)Evolution of Machine Learning
(r)Evolution of Machine Learning(r)Evolution of Machine Learning
(r)Evolution of Machine Learning
 
A Brief History of Creativity from Cheops Pyramid to Silicon Valley: 5000 Yea...
A Brief History of Creativity from Cheops Pyramid to Silicon Valley: 5000 Yea...A Brief History of Creativity from Cheops Pyramid to Silicon Valley: 5000 Yea...
A Brief History of Creativity from Cheops Pyramid to Silicon Valley: 5000 Yea...
 
The Singularity and you
The Singularity and youThe Singularity and you
The Singularity and you
 
Artificial Intelligence: Should You Be Worried?
Artificial Intelligence: Should You Be Worried?Artificial Intelligence: Should You Be Worried?
Artificial Intelligence: Should You Be Worried?
 
What is the dao of an ant
What is the dao of an antWhat is the dao of an ant
What is the dao of an ant
 
A Training & Simulation Perspective on Maritime Information & Automation
A Training & Simulation Perspective on Maritime Information & AutomationA Training & Simulation Perspective on Maritime Information & Automation
A Training & Simulation Perspective on Maritime Information & Automation
 
Introduction to "Body" for SMMMASH
Introduction to "Body" for SMMMASHIntroduction to "Body" for SMMMASH
Introduction to "Body" for SMMMASH
 
The future - 2038
The future - 2038The future - 2038
The future - 2038
 
Is The Singularity Near
Is The Singularity NearIs The Singularity Near
Is The Singularity Near
 
Smart cities 4 ieee part 1
Smart cities 4 ieee part 1Smart cities 4 ieee part 1
Smart cities 4 ieee part 1
 
Selfies, Surveillance and the Voluntary Panopticon
Selfies, Surveillance and the Voluntary Panopticon Selfies, Surveillance and the Voluntary Panopticon
Selfies, Surveillance and the Voluntary Panopticon
 
Art, Science & Creativity - A Lecture by Piero Scaruffi
Art, Science & Creativity - A Lecture by Piero ScaruffiArt, Science & Creativity - A Lecture by Piero Scaruffi
Art, Science & Creativity - A Lecture by Piero Scaruffi
 
Sogetilabs webinar: Uniting Robotics and IT Testing
Sogetilabs webinar: Uniting Robotics and IT TestingSogetilabs webinar: Uniting Robotics and IT Testing
Sogetilabs webinar: Uniting Robotics and IT Testing
 
Modern inventions
Modern inventionsModern inventions
Modern inventions
 
Ai long forseminar
Ai long forseminarAi long forseminar
Ai long forseminar
 
The Best Kept Secret in Silicon Valley
The Best Kept Secret in Silicon ValleyThe Best Kept Secret in Silicon Valley
The Best Kept Secret in Silicon Valley
 
Singularity
SingularitySingularity
Singularity
 
A History of Silicon Valley
A History of Silicon ValleyA History of Silicon Valley
A History of Silicon Valley
 
Best-robotics-training-in-mumbai
Best-robotics-training-in-mumbaiBest-robotics-training-in-mumbai
Best-robotics-training-in-mumbai
 
Inventions and inventors
Inventions and inventorsInventions and inventors
Inventions and inventors
 

Viewers also liked

Final year presentation
Final year presentationFinal year presentation
Final year presentationdeevon3d
 
Kurzweil 3000 A Cambium Learning Companies Soft
Kurzweil 3000 A Cambium Learning Companies SoftKurzweil 3000 A Cambium Learning Companies Soft
Kurzweil 3000 A Cambium Learning Companies Softsmithhm
 
Future of Health Care, by Glen Hiemstra, Futurist.com
Future of Health Care, by Glen Hiemstra, Futurist.comFuture of Health Care, by Glen Hiemstra, Futurist.com
Future of Health Care, by Glen Hiemstra, Futurist.comGlen Hiemstra
 
Pill camera documentation
Pill camera documentationPill camera documentation
Pill camera documentationBhadra Gowdra
 
The Power of Hierarchical Thinking - Ray Kurzweil - H+ Summit @ Harvard
The Power of Hierarchical Thinking - Ray Kurzweil - H+ Summit @ HarvardThe Power of Hierarchical Thinking - Ray Kurzweil - H+ Summit @ Harvard
The Power of Hierarchical Thinking - Ray Kurzweil - H+ Summit @ HarvardHumanity Plus
 
Kurzweil and Diamandis TED Conference Slideshow
Kurzweil and Diamandis TED Conference SlideshowKurzweil and Diamandis TED Conference Slideshow
Kurzweil and Diamandis TED Conference Slideshowkkleiner
 
Carbon nanotubes : Properties, Applications and synthesis
Carbon nanotubes : Properties, Applications and synthesisCarbon nanotubes : Properties, Applications and synthesis
Carbon nanotubes : Properties, Applications and synthesisAmritesh Srivastava
 
Why Social Media Chat Bots Are the Future of Communication - Deck
Why Social Media Chat Bots Are the Future of Communication - DeckWhy Social Media Chat Bots Are the Future of Communication - Deck
Why Social Media Chat Bots Are the Future of Communication - DeckJan Rezab
 

Viewers also liked (14)

Final year presentation
Final year presentationFinal year presentation
Final year presentation
 
Kurzweil 3000 A Cambium Learning Companies Soft
Kurzweil 3000 A Cambium Learning Companies SoftKurzweil 3000 A Cambium Learning Companies Soft
Kurzweil 3000 A Cambium Learning Companies Soft
 
Future of Health Care, by Glen Hiemstra, Futurist.com
Future of Health Care, by Glen Hiemstra, Futurist.comFuture of Health Care, by Glen Hiemstra, Futurist.com
Future of Health Care, by Glen Hiemstra, Futurist.com
 
Bizzare inovations
Bizzare inovationsBizzare inovations
Bizzare inovations
 
Pill camera documentation
Pill camera documentationPill camera documentation
Pill camera documentation
 
The Power of Hierarchical Thinking - Ray Kurzweil - H+ Summit @ Harvard
The Power of Hierarchical Thinking - Ray Kurzweil - H+ Summit @ HarvardThe Power of Hierarchical Thinking - Ray Kurzweil - H+ Summit @ Harvard
The Power of Hierarchical Thinking - Ray Kurzweil - H+ Summit @ Harvard
 
The Technological Singularity
The Technological SingularityThe Technological Singularity
The Technological Singularity
 
Kurzweil and Diamandis TED Conference Slideshow
Kurzweil and Diamandis TED Conference SlideshowKurzweil and Diamandis TED Conference Slideshow
Kurzweil and Diamandis TED Conference Slideshow
 
The Neuroscience of Learning Design
The Neuroscience of Learning DesignThe Neuroscience of Learning Design
The Neuroscience of Learning Design
 
Virtual Reality
Virtual RealityVirtual Reality
Virtual Reality
 
Blue eyes
Blue eyesBlue eyes
Blue eyes
 
Pill camera presentation
Pill camera presentationPill camera presentation
Pill camera presentation
 
Carbon nanotubes : Properties, Applications and synthesis
Carbon nanotubes : Properties, Applications and synthesisCarbon nanotubes : Properties, Applications and synthesis
Carbon nanotubes : Properties, Applications and synthesis
 
Why Social Media Chat Bots Are the Future of Communication - Deck
Why Social Media Chat Bots Are the Future of Communication - DeckWhy Social Media Chat Bots Are the Future of Communication - Deck
Why Social Media Chat Bots Are the Future of Communication - Deck
 

Similar to The singularity is coming by Takuya Matsuda - CODE BLUE 2015

Robot power point template [recovered]
Robot power point template [recovered]Robot power point template [recovered]
Robot power point template [recovered]Vivekananda college
 
Robot power point template [recovered]
Robot power point template [recovered]Robot power point template [recovered]
Robot power point template [recovered]Vivekananda college
 
Singularity - fiction or future?
Singularity - fiction or future?Singularity - fiction or future?
Singularity - fiction or future?Jia Chai Low
 
The Future World - Sasha Kazantseva
The Future World - Sasha KazantsevaThe Future World - Sasha Kazantseva
The Future World - Sasha KazantsevaSasha Kazantseva
 
A.i lecture-02
A.i lecture-02A.i lecture-02
A.i lecture-02yarafghani
 
Artificial Intelligence
Artificial IntelligenceArtificial Intelligence
Artificial IntelligenceMegha Jain
 
Non-technical overview of artificial intelligence
Non-technical overview of artificial intelligenceNon-technical overview of artificial intelligence
Non-technical overview of artificial intelligenceMartin Opdam
 
Atlas Mapping in the Hybrid Age
Atlas Mapping in the Hybrid AgeAtlas Mapping in the Hybrid Age
Atlas Mapping in the Hybrid AgeAileen Buckley
 
Atlas mapping in the hybrid age
Atlas mapping in the hybrid ageAtlas mapping in the hybrid age
Atlas mapping in the hybrid ageAileen Buckley
 
NordicHouse 20240116 AI Quantum IFTF dfiscussionv7.pptx
NordicHouse 20240116 AI Quantum IFTF dfiscussionv7.pptxNordicHouse 20240116 AI Quantum IFTF dfiscussionv7.pptx
NordicHouse 20240116 AI Quantum IFTF dfiscussionv7.pptxISSIP
 
2022 COMP4010 Lecture1: Introduction to XR
2022 COMP4010 Lecture1: Introduction to XR2022 COMP4010 Lecture1: Introduction to XR
2022 COMP4010 Lecture1: Introduction to XRMark Billinghurst
 
[DSC x TAAI 2016] 林守德 / 人工智慧與機器學習在推薦系統上的應用
[DSC x TAAI 2016] 林守德 / 人工智慧與機器學習在推薦系統上的應用[DSC x TAAI 2016] 林守德 / 人工智慧與機器學習在推薦系統上的應用
[DSC x TAAI 2016] 林守德 / 人工智慧與機器學習在推薦系統上的應用台灣資料科學年會
 
AI – Risks, Opportunities and Ethical Issues.pdf
AI – Risks, Opportunities and Ethical Issues.pdfAI – Risks, Opportunities and Ethical Issues.pdf
AI – Risks, Opportunities and Ethical Issues.pdfAdam Ford
 
Power point presentation on basic of Artificial Intelligent
  Power point presentation on  basic of Artificial Intelligent   Power point presentation on  basic of Artificial Intelligent
Power point presentation on basic of Artificial Intelligent Vishal Singh
 
Mike Palladino: Adapt, Adopt and Thrive: The Robot Revolution, Agile and thei...
Mike Palladino: Adapt, Adopt and Thrive: The Robot Revolution, Agile and thei...Mike Palladino: Adapt, Adopt and Thrive: The Robot Revolution, Agile and thei...
Mike Palladino: Adapt, Adopt and Thrive: The Robot Revolution, Agile and thei...Edunomica
 
Siglo XXI: Nuevas tecnologías y desafíos- José Luis Cordeiro
Siglo XXI: Nuevas tecnologías y desafíos- José Luis CordeiroSiglo XXI: Nuevas tecnologías y desafíos- José Luis Cordeiro
Siglo XXI: Nuevas tecnologías y desafíos- José Luis CordeiroIPAE
 

Similar to The singularity is coming by Takuya Matsuda - CODE BLUE 2015 (20)

Robot power point template [recovered]
Robot power point template [recovered]Robot power point template [recovered]
Robot power point template [recovered]
 
Robot power point template [recovered]
Robot power point template [recovered]Robot power point template [recovered]
Robot power point template [recovered]
 
Singularity - fiction or future?
Singularity - fiction or future?Singularity - fiction or future?
Singularity - fiction or future?
 
We, cyborgs
We, cyborgs We, cyborgs
We, cyborgs
 
The Future World - Sasha Kazantseva
The Future World - Sasha KazantsevaThe Future World - Sasha Kazantseva
The Future World - Sasha Kazantseva
 
A.i lecture-02
A.i lecture-02A.i lecture-02
A.i lecture-02
 
Artificial Intelligence
Artificial IntelligenceArtificial Intelligence
Artificial Intelligence
 
Non-technical overview of artificial intelligence
Non-technical overview of artificial intelligenceNon-technical overview of artificial intelligence
Non-technical overview of artificial intelligence
 
Sins2016
Sins2016Sins2016
Sins2016
 
Atlas Mapping in the Hybrid Age
Atlas Mapping in the Hybrid AgeAtlas Mapping in the Hybrid Age
Atlas Mapping in the Hybrid Age
 
Atlas mapping in the hybrid age
Atlas mapping in the hybrid ageAtlas mapping in the hybrid age
Atlas mapping in the hybrid age
 
NordicHouse 20240116 AI Quantum IFTF dfiscussionv7.pptx
NordicHouse 20240116 AI Quantum IFTF dfiscussionv7.pptxNordicHouse 20240116 AI Quantum IFTF dfiscussionv7.pptx
NordicHouse 20240116 AI Quantum IFTF dfiscussionv7.pptx
 
2022 COMP4010 Lecture1: Introduction to XR
2022 COMP4010 Lecture1: Introduction to XR2022 COMP4010 Lecture1: Introduction to XR
2022 COMP4010 Lecture1: Introduction to XR
 
[DSC x TAAI 2016] 林守德 / 人工智慧與機器學習在推薦系統上的應用
[DSC x TAAI 2016] 林守德 / 人工智慧與機器學習在推薦系統上的應用[DSC x TAAI 2016] 林守德 / 人工智慧與機器學習在推薦系統上的應用
[DSC x TAAI 2016] 林守德 / 人工智慧與機器學習在推薦系統上的應用
 
May the Force be with You
May the Force be with YouMay the Force be with You
May the Force be with You
 
AI – Risks, Opportunities and Ethical Issues.pdf
AI – Risks, Opportunities and Ethical Issues.pdfAI – Risks, Opportunities and Ethical Issues.pdf
AI – Risks, Opportunities and Ethical Issues.pdf
 
Power point presentation on basic of Artificial Intelligent
  Power point presentation on  basic of Artificial Intelligent   Power point presentation on  basic of Artificial Intelligent
Power point presentation on basic of Artificial Intelligent
 
The Guardian Avatar
The Guardian AvatarThe Guardian Avatar
The Guardian Avatar
 
Mike Palladino: Adapt, Adopt and Thrive: The Robot Revolution, Agile and thei...
Mike Palladino: Adapt, Adopt and Thrive: The Robot Revolution, Agile and thei...Mike Palladino: Adapt, Adopt and Thrive: The Robot Revolution, Agile and thei...
Mike Palladino: Adapt, Adopt and Thrive: The Robot Revolution, Agile and thei...
 
Siglo XXI: Nuevas tecnologías y desafíos- José Luis Cordeiro
Siglo XXI: Nuevas tecnologías y desafíos- José Luis CordeiroSiglo XXI: Nuevas tecnologías y desafíos- José Luis Cordeiro
Siglo XXI: Nuevas tecnologías y desafíos- José Luis Cordeiro
 

More from CODE BLUE

[cb22] Hayabusa Threat Hunting and Fast Forensics in Windows environments fo...
[cb22] Hayabusa  Threat Hunting and Fast Forensics in Windows environments fo...[cb22] Hayabusa  Threat Hunting and Fast Forensics in Windows environments fo...
[cb22] Hayabusa Threat Hunting and Fast Forensics in Windows environments fo...CODE BLUE
 
[cb22] Tales of 5G hacking by Karsten Nohl
[cb22] Tales of 5G hacking by Karsten Nohl[cb22] Tales of 5G hacking by Karsten Nohl
[cb22] Tales of 5G hacking by Karsten NohlCODE BLUE
 
[cb22] Your Printer is not your Printer ! - Hacking Printers at Pwn2Own by A...
[cb22]  Your Printer is not your Printer ! - Hacking Printers at Pwn2Own by A...[cb22]  Your Printer is not your Printer ! - Hacking Printers at Pwn2Own by A...
[cb22] Your Printer is not your Printer ! - Hacking Printers at Pwn2Own by A...CODE BLUE
 
[cb22] "The Present and Future of Coordinated Vulnerability Disclosure" Inter...
[cb22] "The Present and Future of Coordinated Vulnerability Disclosure" Inter...[cb22] "The Present and Future of Coordinated Vulnerability Disclosure" Inter...
[cb22] "The Present and Future of Coordinated Vulnerability Disclosure" Inter...CODE BLUE
 
[cb22] 「協調された脆弱性開示の現在と未来」国際的なパネルディスカッション(4) by 板橋 博之
[cb22] 「協調された脆弱性開示の現在と未来」国際的なパネルディスカッション(4) by 板橋 博之[cb22] 「協調された脆弱性開示の現在と未来」国際的なパネルディスカッション(4) by 板橋 博之
[cb22] 「協調された脆弱性開示の現在と未来」国際的なパネルディスカッション(4) by 板橋 博之CODE BLUE
 
[cb22] "The Present and Future of Coordinated Vulnerability Disclosure" Inter...
[cb22] "The Present and Future of Coordinated Vulnerability Disclosure" Inter...[cb22] "The Present and Future of Coordinated Vulnerability Disclosure" Inter...
[cb22] "The Present and Future of Coordinated Vulnerability Disclosure" Inter...CODE BLUE
 
[cb22] 「協調された脆弱性開示の現在と未来」国際的なパネルディスカッション(3) by Lorenzo Pupillo
[cb22] 「協調された脆弱性開示の現在と未来」国際的なパネルディスカッション(3) by Lorenzo Pupillo[cb22] 「協調された脆弱性開示の現在と未来」国際的なパネルディスカッション(3) by Lorenzo Pupillo
[cb22] 「協調された脆弱性開示の現在と未来」国際的なパネルディスカッション(3) by Lorenzo PupilloCODE BLUE
 
[cb22] ”The Present and Future of Coordinated Vulnerability Disclosure” Inte...
[cb22]  ”The Present and Future of Coordinated Vulnerability Disclosure” Inte...[cb22]  ”The Present and Future of Coordinated Vulnerability Disclosure” Inte...
[cb22] ”The Present and Future of Coordinated Vulnerability Disclosure” Inte...CODE BLUE
 
[cb22] 「協調された脆弱性開示の現在と未来」国際的なパネルディスカッション(2)by Allan Friedman
[cb22]  「協調された脆弱性開示の現在と未来」国際的なパネルディスカッション(2)by Allan Friedman [cb22]  「協調された脆弱性開示の現在と未来」国際的なパネルディスカッション(2)by Allan Friedman
[cb22] 「協調された脆弱性開示の現在と未来」国際的なパネルディスカッション(2)by Allan Friedman CODE BLUE
 
[cb22] "The Present and Future of Coordinated Vulnerability Disclosure" Inter...
[cb22] "The Present and Future of Coordinated Vulnerability Disclosure" Inter...[cb22] "The Present and Future of Coordinated Vulnerability Disclosure" Inter...
[cb22] "The Present and Future of Coordinated Vulnerability Disclosure" Inter...CODE BLUE
 
[cb22] 「協調された脆弱性開示の現在と未来」国際的なパネルディスカッション (1)by 高橋 郁夫
[cb22] 「協調された脆弱性開示の現在と未来」国際的なパネルディスカッション (1)by  高橋 郁夫[cb22] 「協調された脆弱性開示の現在と未来」国際的なパネルディスカッション (1)by  高橋 郁夫
[cb22] 「協調された脆弱性開示の現在と未来」国際的なパネルディスカッション (1)by 高橋 郁夫CODE BLUE
 
[cb22] Are Embedded Devices Ready for ROP Attacks? -ROP verification for low-...
[cb22] Are Embedded Devices Ready for ROP Attacks? -ROP verification for low-...[cb22] Are Embedded Devices Ready for ROP Attacks? -ROP verification for low-...
[cb22] Are Embedded Devices Ready for ROP Attacks? -ROP verification for low-...CODE BLUE
 
[cb22] Wslinkのマルチレイヤーな仮想環境について by Vladislav Hrčka
[cb22] Wslinkのマルチレイヤーな仮想環境について by Vladislav Hrčka [cb22] Wslinkのマルチレイヤーな仮想環境について by Vladislav Hrčka
[cb22] Wslinkのマルチレイヤーな仮想環境について by Vladislav Hrčka CODE BLUE
 
[cb22] Under the hood of Wslink’s multilayered virtual machine en by Vladisla...
[cb22] Under the hood of Wslink’s multilayered virtual machine en by Vladisla...[cb22] Under the hood of Wslink’s multilayered virtual machine en by Vladisla...
[cb22] Under the hood of Wslink’s multilayered virtual machine en by Vladisla...CODE BLUE
 
[cb22] CloudDragon’s Credential Factory is Powering Up Its Espionage Activiti...
[cb22] CloudDragon’s Credential Factory is Powering Up Its Espionage Activiti...[cb22] CloudDragon’s Credential Factory is Powering Up Its Espionage Activiti...
[cb22] CloudDragon’s Credential Factory is Powering Up Its Espionage Activiti...CODE BLUE
 
[cb22] From Parroting to Echoing: The Evolution of China’s Bots-Driven Info...
[cb22]  From Parroting to Echoing:  The Evolution of China’s Bots-Driven Info...[cb22]  From Parroting to Echoing:  The Evolution of China’s Bots-Driven Info...
[cb22] From Parroting to Echoing: The Evolution of China’s Bots-Driven Info...CODE BLUE
 
[cb22] Who is the Mal-Gopher? - Implementation and Evaluation of “gimpfuzzy”...
[cb22]  Who is the Mal-Gopher? - Implementation and Evaluation of “gimpfuzzy”...[cb22]  Who is the Mal-Gopher? - Implementation and Evaluation of “gimpfuzzy”...
[cb22] Who is the Mal-Gopher? - Implementation and Evaluation of “gimpfuzzy”...CODE BLUE
 
[cb22] Mal-gopherとは?Go系マルウェアの分類のためのgimpfuzzy実装と評価 by 澤部 祐太, 甘粕 伸幸, 野村 和也
[cb22] Mal-gopherとは?Go系マルウェアの分類のためのgimpfuzzy実装と評価 by 澤部 祐太, 甘粕 伸幸, 野村 和也[cb22] Mal-gopherとは?Go系マルウェアの分類のためのgimpfuzzy実装と評価 by 澤部 祐太, 甘粕 伸幸, 野村 和也
[cb22] Mal-gopherとは?Go系マルウェアの分類のためのgimpfuzzy実装と評価 by 澤部 祐太, 甘粕 伸幸, 野村 和也CODE BLUE
 
[cb22] Tracking the Entire Iceberg - Long-term APT Malware C2 Protocol Emulat...
[cb22] Tracking the Entire Iceberg - Long-term APT Malware C2 Protocol Emulat...[cb22] Tracking the Entire Iceberg - Long-term APT Malware C2 Protocol Emulat...
[cb22] Tracking the Entire Iceberg - Long-term APT Malware C2 Protocol Emulat...CODE BLUE
 
[cb22] Fight Against Malware Development Life Cycle by Shusei Tomonaga and Yu...
[cb22] Fight Against Malware Development Life Cycle by Shusei Tomonaga and Yu...[cb22] Fight Against Malware Development Life Cycle by Shusei Tomonaga and Yu...
[cb22] Fight Against Malware Development Life Cycle by Shusei Tomonaga and Yu...CODE BLUE
 

More from CODE BLUE (20)

[cb22] Hayabusa Threat Hunting and Fast Forensics in Windows environments fo...
[cb22] Hayabusa  Threat Hunting and Fast Forensics in Windows environments fo...[cb22] Hayabusa  Threat Hunting and Fast Forensics in Windows environments fo...
[cb22] Hayabusa Threat Hunting and Fast Forensics in Windows environments fo...
 
[cb22] Tales of 5G hacking by Karsten Nohl
[cb22] Tales of 5G hacking by Karsten Nohl[cb22] Tales of 5G hacking by Karsten Nohl
[cb22] Tales of 5G hacking by Karsten Nohl
 
[cb22] Your Printer is not your Printer ! - Hacking Printers at Pwn2Own by A...
[cb22]  Your Printer is not your Printer ! - Hacking Printers at Pwn2Own by A...[cb22]  Your Printer is not your Printer ! - Hacking Printers at Pwn2Own by A...
[cb22] Your Printer is not your Printer ! - Hacking Printers at Pwn2Own by A...
 
[cb22] "The Present and Future of Coordinated Vulnerability Disclosure" Inter...
[cb22] "The Present and Future of Coordinated Vulnerability Disclosure" Inter...[cb22] "The Present and Future of Coordinated Vulnerability Disclosure" Inter...
[cb22] "The Present and Future of Coordinated Vulnerability Disclosure" Inter...
 
[cb22] 「協調された脆弱性開示の現在と未来」国際的なパネルディスカッション(4) by 板橋 博之
[cb22] 「協調された脆弱性開示の現在と未来」国際的なパネルディスカッション(4) by 板橋 博之[cb22] 「協調された脆弱性開示の現在と未来」国際的なパネルディスカッション(4) by 板橋 博之
[cb22] 「協調された脆弱性開示の現在と未来」国際的なパネルディスカッション(4) by 板橋 博之
 
[cb22] "The Present and Future of Coordinated Vulnerability Disclosure" Inter...
[cb22] "The Present and Future of Coordinated Vulnerability Disclosure" Inter...[cb22] "The Present and Future of Coordinated Vulnerability Disclosure" Inter...
[cb22] "The Present and Future of Coordinated Vulnerability Disclosure" Inter...
 
[cb22] 「協調された脆弱性開示の現在と未来」国際的なパネルディスカッション(3) by Lorenzo Pupillo
[cb22] 「協調された脆弱性開示の現在と未来」国際的なパネルディスカッション(3) by Lorenzo Pupillo[cb22] 「協調された脆弱性開示の現在と未来」国際的なパネルディスカッション(3) by Lorenzo Pupillo
[cb22] 「協調された脆弱性開示の現在と未来」国際的なパネルディスカッション(3) by Lorenzo Pupillo
 
[cb22] ”The Present and Future of Coordinated Vulnerability Disclosure” Inte...
[cb22]  ”The Present and Future of Coordinated Vulnerability Disclosure” Inte...[cb22]  ”The Present and Future of Coordinated Vulnerability Disclosure” Inte...
[cb22] ”The Present and Future of Coordinated Vulnerability Disclosure” Inte...
 
[cb22] 「協調された脆弱性開示の現在と未来」国際的なパネルディスカッション(2)by Allan Friedman
[cb22]  「協調された脆弱性開示の現在と未来」国際的なパネルディスカッション(2)by Allan Friedman [cb22]  「協調された脆弱性開示の現在と未来」国際的なパネルディスカッション(2)by Allan Friedman
[cb22] 「協調された脆弱性開示の現在と未来」国際的なパネルディスカッション(2)by Allan Friedman
 
[cb22] "The Present and Future of Coordinated Vulnerability Disclosure" Inter...
[cb22] "The Present and Future of Coordinated Vulnerability Disclosure" Inter...[cb22] "The Present and Future of Coordinated Vulnerability Disclosure" Inter...
[cb22] "The Present and Future of Coordinated Vulnerability Disclosure" Inter...
 
[cb22] 「協調された脆弱性開示の現在と未来」国際的なパネルディスカッション (1)by 高橋 郁夫
[cb22] 「協調された脆弱性開示の現在と未来」国際的なパネルディスカッション (1)by  高橋 郁夫[cb22] 「協調された脆弱性開示の現在と未来」国際的なパネルディスカッション (1)by  高橋 郁夫
[cb22] 「協調された脆弱性開示の現在と未来」国際的なパネルディスカッション (1)by 高橋 郁夫
 
[cb22] Are Embedded Devices Ready for ROP Attacks? -ROP verification for low-...
[cb22] Are Embedded Devices Ready for ROP Attacks? -ROP verification for low-...[cb22] Are Embedded Devices Ready for ROP Attacks? -ROP verification for low-...
[cb22] Are Embedded Devices Ready for ROP Attacks? -ROP verification for low-...
 
[cb22] Wslinkのマルチレイヤーな仮想環境について by Vladislav Hrčka
[cb22] Wslinkのマルチレイヤーな仮想環境について by Vladislav Hrčka [cb22] Wslinkのマルチレイヤーな仮想環境について by Vladislav Hrčka
[cb22] Wslinkのマルチレイヤーな仮想環境について by Vladislav Hrčka
 
[cb22] Under the hood of Wslink’s multilayered virtual machine en by Vladisla...
[cb22] Under the hood of Wslink’s multilayered virtual machine en by Vladisla...[cb22] Under the hood of Wslink’s multilayered virtual machine en by Vladisla...
[cb22] Under the hood of Wslink’s multilayered virtual machine en by Vladisla...
 
[cb22] CloudDragon’s Credential Factory is Powering Up Its Espionage Activiti...
[cb22] CloudDragon’s Credential Factory is Powering Up Its Espionage Activiti...[cb22] CloudDragon’s Credential Factory is Powering Up Its Espionage Activiti...
[cb22] CloudDragon’s Credential Factory is Powering Up Its Espionage Activiti...
 
[cb22] From Parroting to Echoing: The Evolution of China’s Bots-Driven Info...
[cb22]  From Parroting to Echoing:  The Evolution of China’s Bots-Driven Info...[cb22]  From Parroting to Echoing:  The Evolution of China’s Bots-Driven Info...
[cb22] From Parroting to Echoing: The Evolution of China’s Bots-Driven Info...
 
[cb22] Who is the Mal-Gopher? - Implementation and Evaluation of “gimpfuzzy”...
[cb22]  Who is the Mal-Gopher? - Implementation and Evaluation of “gimpfuzzy”...[cb22]  Who is the Mal-Gopher? - Implementation and Evaluation of “gimpfuzzy”...
[cb22] Who is the Mal-Gopher? - Implementation and Evaluation of “gimpfuzzy”...
 
[cb22] Mal-gopherとは?Go系マルウェアの分類のためのgimpfuzzy実装と評価 by 澤部 祐太, 甘粕 伸幸, 野村 和也
[cb22] Mal-gopherとは?Go系マルウェアの分類のためのgimpfuzzy実装と評価 by 澤部 祐太, 甘粕 伸幸, 野村 和也[cb22] Mal-gopherとは?Go系マルウェアの分類のためのgimpfuzzy実装と評価 by 澤部 祐太, 甘粕 伸幸, 野村 和也
[cb22] Mal-gopherとは?Go系マルウェアの分類のためのgimpfuzzy実装と評価 by 澤部 祐太, 甘粕 伸幸, 野村 和也
 
[cb22] Tracking the Entire Iceberg - Long-term APT Malware C2 Protocol Emulat...
[cb22] Tracking the Entire Iceberg - Long-term APT Malware C2 Protocol Emulat...[cb22] Tracking the Entire Iceberg - Long-term APT Malware C2 Protocol Emulat...
[cb22] Tracking the Entire Iceberg - Long-term APT Malware C2 Protocol Emulat...
 
[cb22] Fight Against Malware Development Life Cycle by Shusei Tomonaga and Yu...
[cb22] Fight Against Malware Development Life Cycle by Shusei Tomonaga and Yu...[cb22] Fight Against Malware Development Life Cycle by Shusei Tomonaga and Yu...
[cb22] Fight Against Malware Development Life Cycle by Shusei Tomonaga and Yu...
 

Recently uploaded

Zoology 4th semester series (krishna).pdf
Zoology 4th semester series (krishna).pdfZoology 4th semester series (krishna).pdf
Zoology 4th semester series (krishna).pdfSumit Kumar yadav
 
Disentangling the origin of chemical differences using GHOST
Disentangling the origin of chemical differences using GHOSTDisentangling the origin of chemical differences using GHOST
Disentangling the origin of chemical differences using GHOSTSérgio Sacani
 
Recombinant DNA technology (Immunological screening)
Recombinant DNA technology (Immunological screening)Recombinant DNA technology (Immunological screening)
Recombinant DNA technology (Immunological screening)PraveenaKalaiselvan1
 
Broad bean, Lima Bean, Jack bean, Ullucus.pptx
Broad bean, Lima Bean, Jack bean, Ullucus.pptxBroad bean, Lima Bean, Jack bean, Ullucus.pptx
Broad bean, Lima Bean, Jack bean, Ullucus.pptxjana861314
 
Chemistry 4th semester series (krishna).pdf
Chemistry 4th semester series (krishna).pdfChemistry 4th semester series (krishna).pdf
Chemistry 4th semester series (krishna).pdfSumit Kumar yadav
 
Hubble Asteroid Hunter III. Physical properties of newly found asteroids
Hubble Asteroid Hunter III. Physical properties of newly found asteroidsHubble Asteroid Hunter III. Physical properties of newly found asteroids
Hubble Asteroid Hunter III. Physical properties of newly found asteroidsSérgio Sacani
 
Bentham & Hooker's Classification. along with the merits and demerits of the ...
Bentham & Hooker's Classification. along with the merits and demerits of the ...Bentham & Hooker's Classification. along with the merits and demerits of the ...
Bentham & Hooker's Classification. along with the merits and demerits of the ...Nistarini College, Purulia (W.B) India
 
Cultivation of KODO MILLET . made by Ghanshyam pptx
Cultivation of KODO MILLET . made by Ghanshyam pptxCultivation of KODO MILLET . made by Ghanshyam pptx
Cultivation of KODO MILLET . made by Ghanshyam pptxpradhanghanshyam7136
 
Boyles law module in the grade 10 science
Boyles law module in the grade 10 scienceBoyles law module in the grade 10 science
Boyles law module in the grade 10 sciencefloriejanemacaya1
 
G9 Science Q4- Week 1-2 Projectile Motion.ppt
G9 Science Q4- Week 1-2 Projectile Motion.pptG9 Science Q4- Week 1-2 Projectile Motion.ppt
G9 Science Q4- Week 1-2 Projectile Motion.pptMAESTRELLAMesa2
 
Discovery of an Accretion Streamer and a Slow Wide-angle Outflow around FUOri...
Discovery of an Accretion Streamer and a Slow Wide-angle Outflow around FUOri...Discovery of an Accretion Streamer and a Slow Wide-angle Outflow around FUOri...
Discovery of an Accretion Streamer and a Slow Wide-angle Outflow around FUOri...Sérgio Sacani
 
TEST BANK For Radiologic Science for Technologists, 12th Edition by Stewart C...
TEST BANK For Radiologic Science for Technologists, 12th Edition by Stewart C...TEST BANK For Radiologic Science for Technologists, 12th Edition by Stewart C...
TEST BANK For Radiologic Science for Technologists, 12th Edition by Stewart C...ssifa0344
 
Orientation, design and principles of polyhouse
Orientation, design and principles of polyhouseOrientation, design and principles of polyhouse
Orientation, design and principles of polyhousejana861314
 
Is RISC-V ready for HPC workload? Maybe?
Is RISC-V ready for HPC workload? Maybe?Is RISC-V ready for HPC workload? Maybe?
Is RISC-V ready for HPC workload? Maybe?Patrick Diehl
 
Recombination DNA Technology (Nucleic Acid Hybridization )
Recombination DNA Technology (Nucleic Acid Hybridization )Recombination DNA Technology (Nucleic Acid Hybridization )
Recombination DNA Technology (Nucleic Acid Hybridization )aarthirajkumar25
 
Spermiogenesis or Spermateleosis or metamorphosis of spermatid
Spermiogenesis or Spermateleosis or metamorphosis of spermatidSpermiogenesis or Spermateleosis or metamorphosis of spermatid
Spermiogenesis or Spermateleosis or metamorphosis of spermatidSarthak Sekhar Mondal
 
Formation of low mass protostars and their circumstellar disks
Formation of low mass protostars and their circumstellar disksFormation of low mass protostars and their circumstellar disks
Formation of low mass protostars and their circumstellar disksSérgio Sacani
 
Biological Classification BioHack (3).pdf
Biological Classification BioHack (3).pdfBiological Classification BioHack (3).pdf
Biological Classification BioHack (3).pdfmuntazimhurra
 

Recently uploaded (20)

Zoology 4th semester series (krishna).pdf
Zoology 4th semester series (krishna).pdfZoology 4th semester series (krishna).pdf
Zoology 4th semester series (krishna).pdf
 
9953056974 Young Call Girls In Mahavir enclave Indian Quality Escort service
9953056974 Young Call Girls In Mahavir enclave Indian Quality Escort service9953056974 Young Call Girls In Mahavir enclave Indian Quality Escort service
9953056974 Young Call Girls In Mahavir enclave Indian Quality Escort service
 
Disentangling the origin of chemical differences using GHOST
Disentangling the origin of chemical differences using GHOSTDisentangling the origin of chemical differences using GHOST
Disentangling the origin of chemical differences using GHOST
 
Recombinant DNA technology (Immunological screening)
Recombinant DNA technology (Immunological screening)Recombinant DNA technology (Immunological screening)
Recombinant DNA technology (Immunological screening)
 
Broad bean, Lima Bean, Jack bean, Ullucus.pptx
Broad bean, Lima Bean, Jack bean, Ullucus.pptxBroad bean, Lima Bean, Jack bean, Ullucus.pptx
Broad bean, Lima Bean, Jack bean, Ullucus.pptx
 
Chemistry 4th semester series (krishna).pdf
Chemistry 4th semester series (krishna).pdfChemistry 4th semester series (krishna).pdf
Chemistry 4th semester series (krishna).pdf
 
Hubble Asteroid Hunter III. Physical properties of newly found asteroids
Hubble Asteroid Hunter III. Physical properties of newly found asteroidsHubble Asteroid Hunter III. Physical properties of newly found asteroids
Hubble Asteroid Hunter III. Physical properties of newly found asteroids
 
Bentham & Hooker's Classification. along with the merits and demerits of the ...
Bentham & Hooker's Classification. along with the merits and demerits of the ...Bentham & Hooker's Classification. along with the merits and demerits of the ...
Bentham & Hooker's Classification. along with the merits and demerits of the ...
 
Cultivation of KODO MILLET . made by Ghanshyam pptx
Cultivation of KODO MILLET . made by Ghanshyam pptxCultivation of KODO MILLET . made by Ghanshyam pptx
Cultivation of KODO MILLET . made by Ghanshyam pptx
 
Boyles law module in the grade 10 science
Boyles law module in the grade 10 scienceBoyles law module in the grade 10 science
Boyles law module in the grade 10 science
 
G9 Science Q4- Week 1-2 Projectile Motion.ppt
G9 Science Q4- Week 1-2 Projectile Motion.pptG9 Science Q4- Week 1-2 Projectile Motion.ppt
G9 Science Q4- Week 1-2 Projectile Motion.ppt
 
CELL -Structural and Functional unit of life.pdf
CELL -Structural and Functional unit of life.pdfCELL -Structural and Functional unit of life.pdf
CELL -Structural and Functional unit of life.pdf
 
Discovery of an Accretion Streamer and a Slow Wide-angle Outflow around FUOri...
Discovery of an Accretion Streamer and a Slow Wide-angle Outflow around FUOri...Discovery of an Accretion Streamer and a Slow Wide-angle Outflow around FUOri...
Discovery of an Accretion Streamer and a Slow Wide-angle Outflow around FUOri...
 
TEST BANK For Radiologic Science for Technologists, 12th Edition by Stewart C...
TEST BANK For Radiologic Science for Technologists, 12th Edition by Stewart C...TEST BANK For Radiologic Science for Technologists, 12th Edition by Stewart C...
TEST BANK For Radiologic Science for Technologists, 12th Edition by Stewart C...
 
Orientation, design and principles of polyhouse
Orientation, design and principles of polyhouseOrientation, design and principles of polyhouse
Orientation, design and principles of polyhouse
 
Is RISC-V ready for HPC workload? Maybe?
Is RISC-V ready for HPC workload? Maybe?Is RISC-V ready for HPC workload? Maybe?
Is RISC-V ready for HPC workload? Maybe?
 
Recombination DNA Technology (Nucleic Acid Hybridization )
Recombination DNA Technology (Nucleic Acid Hybridization )Recombination DNA Technology (Nucleic Acid Hybridization )
Recombination DNA Technology (Nucleic Acid Hybridization )
 
Spermiogenesis or Spermateleosis or metamorphosis of spermatid
Spermiogenesis or Spermateleosis or metamorphosis of spermatidSpermiogenesis or Spermateleosis or metamorphosis of spermatid
Spermiogenesis or Spermateleosis or metamorphosis of spermatid
 
Formation of low mass protostars and their circumstellar disks
Formation of low mass protostars and their circumstellar disksFormation of low mass protostars and their circumstellar disks
Formation of low mass protostars and their circumstellar disks
 
Biological Classification BioHack (3).pdf
Biological Classification BioHack (3).pdfBiological Classification BioHack (3).pdf
Biological Classification BioHack (3).pdf
 

The singularity is coming by Takuya Matsuda - CODE BLUE 2015

  • 1. The singularity is coming Takuya Matsuda Professor Emeritus of Kobe University 2015/10/28 Code Blue
  • 2. The Problem of the Year 2045 When Computers surpass Humankind • Kosaido Shoten • 2013, January • Keibundo Book Award
  • 3. What is the technological singularity? • The date when the superintelligence (SI) will appear – 2045? (R. Kurzweil) • What is the superintelligence? – Entity far more intelligent than human • The date when intelligence explosion will occur – AI will rewrite its own code (I.J. Good) • Science and technology developed enormously by SI – Human society will be hugely influenced
  • 4. Hollywood view of Artificial Intelligence 映画 Matrix
  • 5. 2001 A Space Odyssey HAL9000: Strong AI Stanley Kubrick, 1998
  • 6. The Terminator Skynet, Killer robots James Cameron, 1985
  • 7. Ghost in the Shell: Cyborg, Cyberbrain Masamune Shirow, 1991; Film 1995, 2004 (Mamoru Oshii), 2011, 2013, 2015
  • 8. The Matrix: Neo and the Architect Simulated reality hypothesis The Wachowski Brothers, 1999
  • 11. Lucy: Superhuman Luc Besson, Scarlett Johanson, 2014
  • 13. Classification of superintelligence (SI) • Machine SI – Terminator, Matrix • Public image • Superhuman – Biologically enhanced human – Lucy • Not plausible • Intelligent Amplification (IA) – Ghost in the shell • Most likely
  • 14. Classification of artificial intelligence • Narrow AI – Specific purposes – Current AI – Chess machine, Shogi machine, Watson – Siri ( Virtual assistant ) • Artificial general intelligence (AGI) – Human-like AI – With common sense – 2029? (R. Kurzweil)
  • 15. Path to the AGI • Biological path – Emulate the neocortex • Mathematical path – Deep Learning, Fashionable • Engineering path – Current classical AI – Watson
  • 16. Road to the singularity • 2015-2029 – Smart machine (Gartner) – Technological unemployment • 2029: Pre-singularity – AGI with 1H (Human)? – Pass the Turing test? (R. Kurzweil) – The ghost in the shell (M. Shirow) • 2045: The singularity – Intellectual capacity of all human combined (109- 10H) (R. Kurzweil)
  • 17. When the singularity will occur? • Specialist opinion poll • 2020s: 10% • 2040-2050: 50% • 21st century: 90% • Never happen:10% – Superintelligence (Nick Bostrom, 2014)
  • 18. World view after singularity • Utopian view – R. Kurzweil – Immortal – SI will solve all awkward problems • Apocalyptic view – Humankind will be terminated or enslaved – Hollywood view
  • 19. Argument of AI threat • Stephan Hawking (Astrophysicist) • Elon Musk (Tesla Morters) – AI is nuke! – But investment to the AI company Vicarious • Bill Gates (Microsoft) – MS invests AI hugely • Hollywood view
  • 20. Specialists do not agree the AI threat • Very good: 20% • Good: 40% • Neutral: 15% • Bad: 15% • Very bad: 10% – Superintelligence (Nick Bostrom, 2014)
  • 21. Realistic world after singularity • SI and humankind will coexist • Widening gap between nations? – Nations with SI and those without – Developed countries and developing countries in the 21st century • Widening gap between individuals? – Rich people only will be saved? – Elysium
  • 22. Society we should look for after the singularity, 1 • Omnipotent and omnibenevolent superintteligence? – Global brain? • Need not to work? – Everybody are teachers of culture centers – Basic income will be provided by the government
  • 23. Ancient Greek and Rome • Slaves performed works • Citizens did research, sports, entertainment • Ancient Athens: Population of some hundred thousand – Some ten thousand citizens and hundred thousand slaves • Future society – Robots with AI do works – All human do research, sports and entertainment
  • 25. Political and social implication of SI Owner of SI can dominate the world
  • 26. Turning points of humankind • Agricultural revolution: 10000 y ago – Settlement, village, city, nation • Industrial revolution: 250 y ago – Successful developed countries • Europe, America and Japan – Unsuccessful developing countries • China and India • Coming another industrial revolution
  • 27. China’s past failure • China was traditionally big and advanced country • Early Ming dynasty (1405-1433) • Zheng He’s expedition • Fleet of 317 ships holding 28,000 crewmen • Brunei, Java, Thailand, India, Africa and Arabia • China could become a world empire • But destroid all records • Spain (1492), Portugal (1498), Netherland, England dominated ocean • West dominates the world hereafter
  • 28. Japanese marginal success • End of Edo era • Four American warships visited Japan and gave a huge shock • Expulsion of foreigners! – Nonsensical slogan – Satsuma and Choshu were defeated by foreign forces • Iwakura Mission to America and Europe – Change the foreign policy to open the country • Rulers are Shogun, Daimyo and Kuge – Samurai of lower class worked hard
  • 30. Present and future Japan • Present time is analogous to the end of Edo era – Sleeping in peace • SI will be future black warships • Ruling class must awake – Politician, Bureaucrat, Entrepreneur, Media • Present patriot – Instead of marshal arts and Dutch studies, Mathematics, Computer and English are needed – Capable people who can build SI – Petite genius
  • 31. Present and Near Future of AI
  • 32. Can one stop the advance of AI? No!! • Two motivation of promotion of AI • Military: Pentagon – US national security: Topmost important factor – Challenge by China • Money: Wall Street – Search and advertisement – Home, Industry, Military Robots • Cannot stop it
  • 33. Governmental level • EU – Human Brain Project – Simulate human brain by super computer – 160 B Yen in 10 years – By 2023 • USA – Brain Initiative – Clarify the functions of brain
  • 34. IT giants and AI • Google • Facebook • Microsoft • IBM: Watson、SyNAPSE、Cortical Processor • Baidu: Artificial Intelligence Institute, – Andrew Ng
  • 35. Competition on AI • Manhattan project of AI • Google secured many AI researchers • Deep Mind • Deep Learning: J. Hinton • Singularity: R. Kurzweil • Japanese startup for humanoid robots: SHAFT • Intelligent people are the most important factor in future society • Buy genius?
  • 36. Ambition of Google • Google glass • Google cat • Autonomous cars • D-Wave quantum computers • Hire R. Kurzweil • DeepMind: 65 B Yen • Buy 8 robots company • NEST: 320 B Yen • Artificial satellite: 50 B Yen
  • 37. Japanese programs • Dwango AI Institute • Recruit AI Institute • AIST • Ministry of Internal Affairs and Communications • Ministry of Education, Culture, Sports, Science and Technology • US IT Corp: Western Governments: Japan=100:10:1 • Japan will almost certainly lose
  • 38. Whole Brain Architecture Workshop • http://www.sig-agi.org/wba
  • 39. Singularity from Japan!! • Dr. Motoaki Saito – “Shock by Exa-scale” – Medical doctor of Tokyo Univ. • Successful startup at Silicon valley • Development of supercomputer in Japan – 7 months+4months – Top Green 500 2015, 1-3 position • Exa-scale supercomputer is possible by 2020
  • 40. Neuro Synaptic Processing Unit • Current PEZY chip: 1024 cores • 10^11cores, 10^14 interconnect • By 2020-2025 • Human brain – 10^11 neurons, 10^14 synapses • Within 6-8 litter • 10^7-10^10 times more capable than human brain • Singularity from Japan!!?? • Hardware will be OK. Software is our target.
  • 41. My SI and IA • Hardware is Saito machine (2020-2025) • Software: HTM theory? HSTM theory? • Synthesized neocortex is on the cloud • Humans contact with it through wearable • All information are there • Help scientific research, paper writing and experiment • Scientific explosion
  • 42. My roadmap • Skank-works type institution • 10-30 petit genius • 30 million yen/person, year • 15 years development time • 4.5-13.5 B Yen – F35: 14 B Yen • Huge increase of productivity • Exa-scale supercomputer • 25 B Yen
  • 43. Intelligence amplification • We already amplify our brain – Books, Wikipedia – Smartphone, HMD • Human and AI are unified – Virtual assistant like Siri • Non invasive manner – HMD, Brain waves • Invasive manner – Chips in the brain
  • 44. Give rise to the singularity from Japan • Essential to save aging Japan • Japan will almost certainly lose • Let us make superintelligent machine – Saito’s brain computer • Let us invent The Master Algorithm • Young power is necessary