FROM AI TO IA AI: Artificial Intelligence IA: Intelligence Amplification Mieke De Ketelaere, SAS NEMEA

Size: px
Start display at page:

Download "FROM AI TO IA AI: Artificial Intelligence IA: Intelligence Amplification Mieke De Ketelaere, SAS NEMEA"

Transcription

1 FROM AI TO IA AI: Artificial Intelligence IA: Intelligence Amplification Mieke De Ketelaere, SAS NEMEA

2 About myself G.M. De Ketelaere University of Stuttgart, DE G.M. De Ketelaere and H.W. Guesgen PhD, University of Auckland, NZ A neural network system to predict the future energy consumption. A neural network system to aid decision making in induction of labour. Master in Engineering Stuttgart, Germany, 1994 IAAAI Spring Symposium on AI in Medicine, Stanford, US, 1996

3 Inspiring AI Cases Health Smart City Manufacturing Marketing Defense Fraud

4 About myself using Google AI ENGINEER DATA SCIENTIST DIRECTOR

5 How it works: Training the System INPUT Historical Data Train Test Learn OUTPUT Decide AI System

6 How it works: Using the System INPUT Example: [A, B, C, D,...] New Data Data OUTPUT Example: 0.97 Decide AI System

7 Types of Machine Learning Different types of Learning by Experience Supervised Learning Unsupervised Learning Reinforcement Learning

8 How it works: AI & Decisioning New Data Data Listen INPUT Example: Decide Act OUTPUT AI & Decisioning System Example: Mieke De Ketelaere

9 AI in today s world Moving from the backend to the frontend Goodmorning, Mieke! Blah? Blahblah... Blah!!

10 How it works: AI & Decisioning New Data Data Listen INPUT Example: Decide Act OUTPUT AI & Decisioning System Example: Mieke De Ketelaere

11 OUTPUT INPUT Input <-> Output New Data Data Listen Learn Decide Act AI & Decisioning System

12 Second Wave AI Autogenerated (Perfected) Images AUTOGENERATED PERFECTED IMAGES AUTOGENERATED PERFECTED IMAGES

13 Second Wave AI Autogenerated Writing and Visual Speech AUTOGENERATED WRITTEN LETTERS AUTOGENERATED SPEECH

14 Second Wave AI Autogenerated Text AUTOGENERATED CONTENT AUTOGENERATED SUMMARIES

15 Second Wave AI Autogenerated Art & Music AUTOGENERATED ART AUTOGENERATED MUSIC

16 Relevance: When things go wrong... Image Recognition

17 Relevance: When things go wrong... Voice Recognition

18 Relevance: When things go wrong... Facial Recognition

19 Relevance: When things go wrong... Natural Language Processing

20 Relevance: When things go wrong... Facial Recognition

21 AI has become a Multi-Dimensional Discipline Computer Science Computer Science Business Public Policy Behavioural Science 1960 Now Time

22 How to gain trust? The FAT Principle: Fair, Accountable and Transparent

23 Ethical Considerations Art of Decisioning Act Individual Smart Energy Group Robotics Human Subjects Human Involvement Non-Human Subjects

24 When do we trust decisions made by systems? Relevance + Convenience = Acceptance

25 Human versus Artificial Intelligence Elementary Differences HUMAN INTELLIGENCE ARTIFICIAL INTELLIGENCE Speed of processing Copy Accuracy on Big Data Modus Size of storage Energy

26 Human versus Artificial Intelligence Elementary Differences HUMAN INTELLIGENCE ARTIFICIAL INTELLIGENCE Learn Experience Adopt Change Parallel Processing Type of Input Data Creativity Empathy

27 Human versus Artificial Intelligence Cognitive Bias introduces Algorithmic Bias HUMAN INTELLIGENCE ARTIFICIAL INTELLIGENCE Bias Availability Bias Enchoring Bias Confirmation Bias Overconfidence Bias EXAMPLES

28 Known Issues Known Issues Historical Data Train Test New Data Data Listen INPUT Intentional Bad Quality Incomplete Inappropriate Legal Ownership Unintentional Cognitive Data Bias Decide Act OUTPUT AI & Decisioning System

29 Known Issues Historical Data Train Test New Data Data Listen INPUT Known Issues Quality of the model Explainability Model Bias Decide Act OUTPUT AI & Decisioning System

30 Known Issues Historical Data Train Test New Data Data Listen INPUT Decide Act AI & Decisioning System OUTPUT Known Issues Intentional Timing wrong Full context missing Unneeded automation Unintentional Cognitive Data Bias

31 The Road Less Travelled Diagnosis Treatment Prevention Listen Computer Science Public Policy Decide Act Business Behavioural Science

32 Until Algorithmic Accountability is Clear Industrial Community Long-Term Internal High Social Individual Short-Term External Low Context Impact Results Objectives Human Involvement

33 Summary Getting ready for the future Let s embrace the use of AI, but let s in the mean time also: Request ethics around it: Fair Accountable Transparant Cooperate with the insights generated by AI in order to come to the most optimal decision. Be responsible of training the systems around us, like we would train our children.

34 Thank you! Mieke De Ketelaere, Director SAS NEMEA Date: October 2018

Jeff Bezos, CEO and Founder Amazon

Jeff Bezos, CEO and Founder Amazon Jeff Bezos, CEO and Founder Amazon Artificial Intelligence and Machine Learning... will empower and improve every business, every government organization, every philanthropy there is not an institution

More information

OECD WORK ON ARTIFICIAL INTELLIGENCE

OECD WORK ON ARTIFICIAL INTELLIGENCE OECD Global Parliamentary Network October 10, 2018 OECD WORK ON ARTIFICIAL INTELLIGENCE Karine Perset, Nobu Nishigata, Directorate for Science, Technology and Innovation ai@oecd.org http://oe.cd/ai OECD

More information

Ethics of Data Science

Ethics of Data Science Ethics of Data Science Lawrence Hunter, Ph.D. Director, Computational Bioscience Program University of Colorado School of Medicine Larry.Hunter@ucdenver.edu http://compbio.ucdenver.edu/hunter Data Science

More information

Why AI Goes Wrong And How To Avoid It Brandon Purcell

Why AI Goes Wrong And How To Avoid It Brandon Purcell Why AI Goes Wrong And How To Avoid It Brandon Purcell June 18, 2018 2018 FORRESTER. REPRODUCTION PROHIBITED. We probably don t need to worry about this in the near future Source: https://twitter.com/jackyalcine/status/615329515909156865

More information

AI AND SAFETY: 6 RULES FOR REIMAGINING JOBS IN THE AGE OF SMART MACHINES H. JAMES WILSON MANAGING DIRECTOR, ACCENTURE

AI AND SAFETY: 6 RULES FOR REIMAGINING JOBS IN THE AGE OF SMART MACHINES H. JAMES WILSON MANAGING DIRECTOR, ACCENTURE AI AND SAFETY: 6 RULES FOR REIMAGINING JOBS IN THE AGE OF SMART MACHINES H. JAMES WILSON MANAGING DIRECTOR, ACCENTURE CO-AUTHOR, HUMAN + MACHINE: REIMAGINING WORK IN THE AGE OF AI (HARVARD BUSINESS REVIEW

More information

Big Data & AI Governance: The Laws and Ethics

Big Data & AI Governance: The Laws and Ethics Institute of Big Data Governance (IBDG): Inauguration-cum-Digital Economy and Big Data Governance Symposium 5 December 2018 InnoCentre, Kowloon Tong Big Data & AI Governance: The Laws and Ethics Stephen

More information

Artificial Intelligence and Law. Latifa Al-Abdulkarim Assistant Professor of Artificial Intelligence, KSU

Artificial Intelligence and Law. Latifa Al-Abdulkarim Assistant Professor of Artificial Intelligence, KSU Artificial Intelligence and Law Latifa Al-Abdulkarim Assistant Professor of Artificial Intelligence, KSU AI is Multidisciplinary Since 1956 Artificial Intelligence Cognitive Science SLC PAGE: 2 What is

More information

Human-Centric Trusted AI for Data-Driven Economy

Human-Centric Trusted AI for Data-Driven Economy Human-Centric Trusted AI for Data-Driven Economy Masugi Inoue 1 and Hideyuki Tokuda 2 National Institute of Information and Communications Technology inoue@nict.go.jp 1, Director, International Research

More information

ARTIFICIAL INTELLIGENCE

ARTIFICIAL INTELLIGENCE ARTIFICIAL INTELLIGENCE Legal Issues & Implications [Insert Sponsor Name and/or Logo] 2017 In House Counsel Conference Presenters: David Rifkind, Esq. Fisher Clinical Services René Quashie, Esq. Cozen

More information

Demystifying Machine Learning

Demystifying Machine Learning Demystifying Machine Learning By Simon Agius Muscat Software Engineer with RightBrain PyMalta, 19/07/18 http://www.rightbrain.com.mt 0. Talk outline 1. Explain the reasoning behind my talk 2. Defining

More information

EARIN Jarosław Arabas Room #223, Electronics Bldg.

EARIN   Jarosław Arabas Room #223, Electronics Bldg. EARIN http://elektron.elka.pw.edu.pl/~jarabas/earin.html Jarosław Arabas jarabas@elka.pw.edu.pl Room #223, Electronics Bldg. Paweł Cichosz pcichosz@elka.pw.edu.pl Room #215, Electronics Bldg. EARIN Jarosław

More information

How do you teach AI the value of trust?

How do you teach AI the value of trust? How do you teach AI the value of trust? AI is different from traditional IT systems and brings with it a new set of opportunities and risks. To build trust in AI organizations will need to go beyond monitoring

More information

Master Artificial Intelligence

Master Artificial Intelligence Master Artificial Intelligence Appendix I Teaching outcomes of the degree programme (art. 1.3) 1. The master demonstrates knowledge, understanding and the ability to evaluate, analyze and interpret relevant

More information

DESIGN IN THE ERA OF THE ALGORITHM. josh bigmedium.com

DESIGN IN THE ERA OF THE ALGORITHM. josh bigmedium.com DESIGN IN THE ERA OF THE ALGORITHM josh clark @bigmediumjosh bigmedium.com WHAT S THE NEXT MOBILE? TECHNICAL ADVANCE DISILLUSIONMENT WHAT S THE NEXT MOBILE? CNNMoney https://www.youtube.com/watch?v=7el_mcv8qyi

More information

The Impact of Artificial Intelligence. By: Steven Williamson

The Impact of Artificial Intelligence. By: Steven Williamson The Impact of Artificial Intelligence By: Steven Williamson WHAT IS ARTIFICIAL INTELLIGENCE? It is an area of computer science that deals with advanced and complex technologies that have the ability perform

More information

Classroom Konnect. Artificial Intelligence and Machine Learning

Classroom Konnect. Artificial Intelligence and Machine Learning Artificial Intelligence and Machine Learning 1. What is Machine Learning (ML)? The general idea about Machine Learning (ML) can be traced back to 1959 with the approach proposed by Arthur Samuel, one of

More information

Machines can learn, but what will we teach them? Geraldine Magarey

Machines can learn, but what will we teach them? Geraldine Magarey Machines can learn, but what will we teach them? Geraldine Magarey The technology AI is a field of computer science that includes o machine learning, o natural language processing, o speech processing,

More information

Artificial Intelligence for Social Impact. February 8, 2018 Dr. Cara LaPointe Senior Fellow Georgetown University

Artificial Intelligence for Social Impact. February 8, 2018 Dr. Cara LaPointe Senior Fellow Georgetown University Artificial Intelligence for Social Impact February 8, 2018 Dr. Cara LaPointe Senior Fellow Georgetown University What is Artificial Intelligence? 2 Artificial Intelligence: A Working Definition The capability

More information

Application of AI Technology to Industrial Revolution

Application of AI Technology to Industrial Revolution Application of AI Technology to Industrial Revolution By Dr. Suchai Thanawastien 1. What is AI? Artificial Intelligence or AI is a branch of computer science that tries to emulate the capabilities of learning,

More information

AI Frontiers. Dr. Dario Gil Vice President IBM Research

AI Frontiers. Dr. Dario Gil Vice President IBM Research AI Frontiers Dr. Dario Gil Vice President IBM Research 1 AI is the new IT MIT Intro to Machine Learning course: 2013 138 students 2016 302 students 2017 700 students 2 What is AI? Artificial Intelligence

More information

How Machine Learning and AI Are Disrupting the Current Healthcare System. Session #30, March 6, 2018 Cris Ross, CIO Mayo Clinic, Jim Golden, PwC

How Machine Learning and AI Are Disrupting the Current Healthcare System. Session #30, March 6, 2018 Cris Ross, CIO Mayo Clinic, Jim Golden, PwC How Machine Learning and AI Are Disrupting the Current Healthcare System Session #30, March 6, 2018 Cris Ross, CIO Mayo Clinic, Jim Golden, PwC 1 Conflicts of Interest: Christopher Ross, MBA Has no real

More information

Introduction to Artificial Intelligence. Department of Electronic Engineering 2k10 Session - Artificial Intelligence

Introduction to Artificial Intelligence. Department of Electronic Engineering 2k10 Session - Artificial Intelligence Introduction to Artificial Intelligence What is Intelligence??? Intelligence is the ability to learn about, to learn from, to understand about, and interact with one s environment. Intelligence is the

More information

CS10 The Beauty and Joy of Computing

CS10 The Beauty and Joy of Computing CS10 The Beauty and Joy of Computing Lecture #15 Artificial Intelligence UC Berkeley EECS Lecturer SOE Dan Garcia 2011-10-24 The PRIMER-V2 robot is capable of starting from a stopped position, start riding,

More information

Prof. Roberto V. Zicari Frankfurt Big Data Lab The Human Side of AI SIU Frankfurt, November 20, 2017

Prof. Roberto V. Zicari Frankfurt Big Data Lab   The Human Side of AI SIU Frankfurt, November 20, 2017 Prof. Roberto V. Zicari Frankfurt Big Data Lab www.bigdata.uni-frankfurt.de The Human Side of AI SIU Frankfurt, November 20, 2017 1 Data as an Economic Asset I think we re just beginning to grapple with

More information

Appendices master s degree programme Artificial Intelligence

Appendices master s degree programme Artificial Intelligence Appendices master s degree programme Artificial Intelligence 2015-2016 Appendix I Teaching outcomes of the degree programme (art. 1.3) 1. The master demonstrates knowledge, understanding and the ability

More information

CS10 The Beauty and Joy of Computing

CS10 The Beauty and Joy of Computing CS10 The Beauty and Joy of Computing Lecture #21 Artificial Intelligence UC Berkeley EECS Lecturer SOE Dan Garcia 2011-04-13 IBM s Watson is being used by researchers in Canada to provide early warnings

More information

Synergies Between Symbolic and Sub-symbolic Artificial Intelligence

Synergies Between Symbolic and Sub-symbolic Artificial Intelligence Synergies Between Symbolic and Sub-symbolic Artificial Intelligence Thomas Bolander, Associate Professor, DTU Compute Current Trends in AI, 23 November 2016 Thomas Bolander, Current Trends in AI, 23 November

More information

Our Goal. 1. Demystify AI. 2. Translating AI into Business

Our Goal. 1. Demystify AI. 2. Translating AI into Business Our Goal 1. Demystify AI 2. Translating AI into Business AI - CEO Perspective Artificial Intelligence and Machine Learning... will empower and improve every business, every government organization, every

More information

VIEW POINT CHANGING THE BUSINESS LANDSCAPE WITH COGNITIVE SERVICES

VIEW POINT CHANGING THE BUSINESS LANDSCAPE WITH COGNITIVE SERVICES VIEW POINT CHANGING THE BUSINESS LANDSCAPE WITH COGNITIVE SERVICES Abstract We no longer live in a world where automation is rare and predictive technology is new. In today s digital world, customers and

More information

Executive Summary Industry s Responsibility in Promoting Responsible Development and Use:

Executive Summary Industry s Responsibility in Promoting Responsible Development and Use: Executive Summary Artificial Intelligence (AI) is a suite of technologies capable of learning, reasoning, adapting, and performing tasks in ways inspired by the human mind. With access to data and the

More information

ECSS 2017 Lisbon, 25 October

ECSS 2017 Lisbon, 25 October ECSS 2017 Lisbon, 25 October Technological Development and Well-Being: Maria Isabel Aldinhas Ferreira Centre of Philosophy of the University of Lisbon and Institute for Robots and Intelligent Systems/IST

More information

Disrupting our way to a Very Human City

Disrupting our way to a Very Human City Disrupting our way to a Very Human City Zagreb Forum 2017 Technology Park Zagreb 20 th November 2017 Steve Wells COO, Fast Future Publishing steve@fastfuturepublishing.com Image: http://www.bbc.com Through

More information

Beyond Buzzwords: Emerging Technologies That Matter

Beyond Buzzwords: Emerging Technologies That Matter Norm Rose President Beyond Buzzwords: Emerging Technologies That Matter Demystifying Emerging Technologies for the Global Travel Industry April 26, 2018 Overview otechnology Evolution and Hype oemerging

More information

Towards Trusted AI Impact on Language Technologies

Towards Trusted AI Impact on Language Technologies Towards Trusted AI Impact on Language Technologies Nozha Boujemaa Director at DATAIA Institute Research Director at Inria Member of The BoD of BDVA nozha.boujemaa@inria.fr November 2018-1 Data & Algorithms

More information

Transforming while performing Deep Dive: Artificial Intelligence. Hype or not?

Transforming while performing Deep Dive: Artificial Intelligence. Hype or not? Transforming while performing Deep Dive: Artificial Intelligence. Hype or not? Randi Marjamaa, CEO Nordea Liv 13.02.2018 FILM: MANIFESTO FILM Banking is essential, banks are not The banking industry is

More information

Overview: National AI R&D Strategic Plan

Overview: National AI R&D Strategic Plan Overview: National AI R&D Strategic Plan Lynne E. Parker, Ph.D. Division Director, Information and Intelligent Systems Computer and Information Science and Engineering Directorate National Science Foundation

More information

KÜNSTLICHE INTELLIGENZ JOBKILLER VON MORGEN?

KÜNSTLICHE INTELLIGENZ JOBKILLER VON MORGEN? KÜNSTLICHE INTELLIGENZ JOBKILLER VON MORGEN? Marc Stampfli https://www.linkedin.com/in/marcstampfli/ https://twitter.com/marc_stampfli E-Mail: mstampfli@nvidia.com INTELLIGENT ROBOTS AND SMART MACHINES

More information

The future of work. Artificial Intelligence series

The future of work. Artificial Intelligence series The future of work Artificial Intelligence series The future of work March 2017 02 Cognition and the future of work We live in an era of unprecedented change. The world s population is expected to reach

More information

Artificial intelligence & autonomous decisions. From judgelike Robot to soldier Robot

Artificial intelligence & autonomous decisions. From judgelike Robot to soldier Robot Artificial intelligence & autonomous decisions From judgelike Robot to soldier Robot Danièle Bourcier Director of research CNRS Paris 2 University CC-ND-NC Issues Up to now, it has been assumed that machines

More information

THE USE OF ARTIFICIAL INTELLIGENCE AND MACHINE LEARNING IN SPEECH RECOGNITION. A CS Approach By Uniphore Software Systems

THE USE OF ARTIFICIAL INTELLIGENCE AND MACHINE LEARNING IN SPEECH RECOGNITION. A CS Approach By Uniphore Software Systems THE USE OF ARTIFICIAL INTELLIGENCE AND MACHINE LEARNING IN SPEECH RECOGNITION A CS Approach By Uniphore Software Systems Communicating with machines something that was near unthinkable in the past is today

More information

Artificial Intelligence: Why businesses need to pay attention to artificial intelligence?

Artificial Intelligence: Why businesses need to pay attention to artificial intelligence? Artificial Intelligence: Why businesses need to pay attention to artificial intelligence? Artificial Intelligence: Next bold play Artificial intelligence is defined as the theory and development of computer

More information

Executive summary. AI is the new electricity. I can hardly imagine an industry which is not going to be transformed by AI.

Executive summary. AI is the new electricity. I can hardly imagine an industry which is not going to be transformed by AI. Executive summary Artificial intelligence (AI) is increasingly driving important developments in technology and business, from autonomous vehicles to medical diagnosis to advanced manufacturing. As AI

More information

AI for Autonomous Ships Challenges in Design and Validation

AI for Autonomous Ships Challenges in Design and Validation VTT TECHNICAL RESEARCH CENTRE OF FINLAND LTD AI for Autonomous Ships Challenges in Design and Validation ISSAV 2018 Eetu Heikkilä Autonomous ships - activities in VTT Autonomous ship systems Unmanned engine

More information

Artificial Intelligence: pros and cons

Artificial Intelligence: pros and cons Artificial Intelligence: pros and cons PhD Milagros Gutierrez PhD Luciana Ballejos Eng. Guadalupe Gramajo R&D Center in Information Systems Engineering Facultad Regional Santa Fe Universidad Tecnológica

More information

My AI in Peace Machine

My AI in Peace Machine My AI in Peace Machine Timo Honkela University of Helsinki Finland MyData Conference Helsinki, FI, Aug 31, 2018 Personal timeline Born 1962 Mother died 1971 Quest for understanding MSc studies on human

More information

Intro to AI. AI is a huge field. AI is a huge field 2/26/16. What is AI (artificial intelligence) What is AI. One definition:

Intro to AI. AI is a huge field. AI is a huge field 2/26/16. What is AI (artificial intelligence) What is AI. One definition: Intro to AI CS30 David Kauchak Spring 2016 http://www.bbspot.com/comics/pc-weenies/2008/02/3248.php Adapted from notes from: Sara Owsley Sood AI is a huge field What is AI (artificial intelligence) AI

More information

What we are expecting from this presentation:

What we are expecting from this presentation: What we are expecting from this presentation: A We want to inform you on the most important highlights from this topic D We exhort you to share with us a constructive feedback for further improvements

More information

BBC LEARNING ENGLISH 6 Minute English Will robots take our jobs?

BBC LEARNING ENGLISH 6 Minute English Will robots take our jobs? BBC LEARNING ENGLISH 6 Minute English Will robots take our jobs? NB: This is not a word-for-word transcript Hello and welcome to 6 Minute English. I'm and I'm. Hello. Hello there,. Now, what do you know

More information

Transparency and Accountability of Algorithmic Systems vs. GDPR?

Transparency and Accountability of Algorithmic Systems vs. GDPR? Transparency and Accountability of Algorithmic Systems vs. GDPR? Nozha Boujemaa Directrice de L Institut DATAIA Directrice de Recherche Inria nozha.boujemaa@inria.fr March 2018 Data & Algorithms «2 sides

More information

9 th AU Private Sector Forum

9 th AU Private Sector Forum 9 th AU Private Sector Forum Robotics & Artificial Intelligence in the African Context 13-15 November 2017 Kefilwe Madingoane Director: and Policy Group Sub-Sahara and Southern Africa Intel Corporation

More information

Our position. ICDPPC declaration on ethics and data protection in artificial intelligence

Our position. ICDPPC declaration on ethics and data protection in artificial intelligence ICDPPC declaration on ethics and data protection in artificial intelligence AmCham EU speaks for American companies committed to Europe on trade, investment and competitiveness issues. It aims to ensure

More information

Artificial Intelligence:

Artificial Intelligence: Artificial Intelligence: What is it and what can we expect from it Jarno Kartela @JKartela What s inside? 1. Part 1: The Brief - Artificial Intelligence, what? 2. Part 2: The Beef - AI s implications are

More information

Artificial Intelligence A Very Brief Overview of a Big Field

Artificial Intelligence A Very Brief Overview of a Big Field Artificial Intelligence A Very Brief Overview of a Big Field Notes for CSC 100 - The Beauty and Joy of Computing The University of North Carolina at Greensboro Reminders Blown to Bits Chapter 5 or 6: Contribute

More information

Definitions of Ambient Intelligence

Definitions of Ambient Intelligence Definitions of Ambient Intelligence 01QZP Ambient intelligence Fulvio Corno Politecnico di Torino, 2017/2018 http://praxis.cs.usyd.edu.au/~peterris Summary Technology trends Definition(s) Requested features

More information

An Introduction to Artificial Intelligence, Machine Learning, and Neural networks. Carola F. Berger

An Introduction to Artificial Intelligence, Machine Learning, and Neural networks. Carola F. Berger An Introduction to Artificial Intelligence, Machine Learning, and Neural networks ATA58 Carola F. Berger Outline What is Artificial Intelligence (AI)? What does it do? How does it work? Will there be a

More information

Transer Learning : Super Intelligence

Transer Learning : Super Intelligence Transer Learning : Super Intelligence GIS Group Dr Narayan Panigrahi, MA Rajesh, Shibumon Alampatta, Rakesh K P of Centre for AI and Robotics, Defence Research and Development Organization, C V Raman Nagar,

More information

Intro to AI. AI is a huge field. AI is a huge field 2/19/15. What is AI. One definition:

Intro to AI. AI is a huge field. AI is a huge field 2/19/15. What is AI. One definition: Intro to AI CS30 David Kauchak Spring 2015 http://www.bbspot.com/comics/pc-weenies/2008/02/3248.php Adapted from notes from: Sara Owsley Sood AI is a huge field What is AI AI is a huge field What is AI

More information

Computer Science and Philosophy Information Sheet for entry in 2018

Computer Science and Philosophy Information Sheet for entry in 2018 Computer Science and Philosophy Information Sheet for entry in 2018 Artificial intelligence (AI), logic, robotics, virtual reality: fascinating areas where Computer Science and Philosophy meet. There are

More information

Inteligência Artificial. Arlindo Oliveira

Inteligência Artificial. Arlindo Oliveira Inteligência Artificial Arlindo Oliveira Modern Artificial Intelligence Artificial Intelligence Data Analysis Machine Learning Knowledge Representation Search and Optimization Sales and marketing Process

More information

Artificial Intelligence. Shobhanjana Kalita Dept. of Computer Science & Engineering Tezpur University

Artificial Intelligence. Shobhanjana Kalita Dept. of Computer Science & Engineering Tezpur University Artificial Intelligence Shobhanjana Kalita Dept. of Computer Science & Engineering Tezpur University What is AI? What is Intelligence? The ability to acquire and apply knowledge and skills (definition

More information

AI MAGAZINE AMER ASSOC ARTIFICIAL INTELL UNITED STATES English ANNALS OF MATHEMATICS AND ARTIFICIAL

AI MAGAZINE AMER ASSOC ARTIFICIAL INTELL UNITED STATES English ANNALS OF MATHEMATICS AND ARTIFICIAL Title Publisher ISSN Country Language ACM Transactions on Autonomous and Adaptive Systems ASSOC COMPUTING MACHINERY 1556-4665 UNITED STATES English ACM Transactions on Intelligent Systems and Technology

More information

Proposers Day Workshop

Proposers Day Workshop Proposers Day Workshop Monday, January 23, 2017 @srcjump, #JUMPpdw Cognitive Computing Vertical Research Center Mandy Pant Academic Research Director Intel Corporation Center Motivation Today s deep learning

More information

Robotesting: Are you ready for that yet?

Robotesting: Are you ready for that yet? Robotesting: Are you ready for that yet? Testing of robots Testing with robots Rik Marselis October 2017 Who has a robot? In 10 years all of you will!! Sogeti 2017 2 Sogeti 2017 Page 1 1980 Workgroup -member

More information

2018 Avanade Inc. All Rights Reserved.

2018 Avanade Inc. All Rights Reserved. Microsoft Future Decoded 2018 November 6th Why AI Empowers Our Business Today Roberto Chinelli Data and Artifical Intelligence Market Unit Lead Avanade Roberto Chinelli Avanade Italy Data and AI Market

More information

General Secretariat (SG)

General Secretariat (SG) General Secretariat (SG) Geneva, 20 February 2018 Ref: CL-18/08 TSB/AM Contact: Alessia Magliarditi Telephone: +41 22 730 5882 Telefax: E-mail: +41 22 730 5853 kaleidoscope@itu.int To: ITU Member States

More information

Responsible AI & National AI Strategies

Responsible AI & National AI Strategies Responsible AI & National AI Strategies European Union Commission Dr. Anand S. Rao Global Artificial Intelligence Lead Today s discussion 01 02 Opportunities in Artificial Intelligence Risks of Artificial

More information

Artificial Intelligence and Deep Learning

Artificial Intelligence and Deep Learning Artificial Intelligence and Deep Learning Cars are now driving themselves (far from perfectly, though) Speaking to a Bot is No Longer Unusual March 2016: World Go Champion Beaten by Machine AI: The Upcoming

More information

Using AI and NLP to Alleviate Physician Burnout

Using AI and NLP to Alleviate Physician Burnout FEBRUARY 11, 2019 ORLANDO, FL Using AI and NLP to Alleviate Physician Burnout www.himssconference.org #smarthit Context: AI as a New Technology It is Day 1: We re very early in this Journey- we ll be wrong

More information

Global Standards Symposium. Security, privacy and trust in standardisation. ICDPPC Chair John Edwards. 24 October 2016

Global Standards Symposium. Security, privacy and trust in standardisation. ICDPPC Chair John Edwards. 24 October 2016 Global Standards Symposium Security, privacy and trust in standardisation ICDPPC Chair John Edwards 24 October 2016 CANCUN DECLARATION At the OECD Ministerial Meeting on the Digital Economy in Cancun in

More information

AI: The New Electricity to Harness Our Digital Future Lindholmen Software Development Day Oct

AI: The New Electricity to Harness Our Digital Future Lindholmen Software Development Day Oct AI: The New Electricity to Harness Our Digital Future Lindholmen Software Development Day Oct. 26 2018. Devdatt Dubhashi Computer Science and Engineering Chalmers Machine Intelligence Sweden AB AI: the

More information

What is AI? AI is the reproduction of human reasoning and intelligent behavior by computational methods. an attempt of. Intelligent behavior Computer

What is AI? AI is the reproduction of human reasoning and intelligent behavior by computational methods. an attempt of. Intelligent behavior Computer What is AI? an attempt of AI is the reproduction of human reasoning and intelligent behavior by computational methods Intelligent behavior Computer Humans 1 What is AI? (R&N) Discipline that systematizes

More information

The AI Awakening and the Challenge for Society

The AI Awakening and the Challenge for Society The AI Awakening and the Challenge for Society MIT, November 28, 2017 Erik Brynjolfsson The Second Machine Age Changing the world requires two things: Power system: move or transform things Control system:

More information

Growing the national institute for data science and artificial intelligence

Growing the national institute for data science and artificial intelligence Growing the national institute for data science and artificial intelligence There has never been a more significant time to work in data science and AI. There is recognition of the importance of these

More information

Thinking and Autonomy

Thinking and Autonomy Thinking and Autonomy Prasad Tadepalli School of Electrical Engineering and Computer Science Oregon State University Turing Test (1950) The interrogator C needs to decide if he is talking to a computer

More information

The IEEE Global Initiative for Ethical Considerations in Artificial Intelligence and Autonomous Systems. Overview June, 2017

The IEEE Global Initiative for Ethical Considerations in Artificial Intelligence and Autonomous Systems. Overview June, 2017 The IEEE Global Initiative for Ethical Considerations in Artificial Intelligence and Autonomous Systems Overview June, 2017 @johnchavens Ethically Aligned Design A Vision for Prioritizing Human Wellbeing

More information

Auditory System For a Mobile Robot

Auditory System For a Mobile Robot Auditory System For a Mobile Robot PhD Thesis Jean-Marc Valin Department of Electrical Engineering and Computer Engineering Université de Sherbrooke, Québec, Canada Jean-Marc.Valin@USherbrooke.ca Motivations

More information

The IEEE Global Initiative on Ethics of Autonomous and Intelligent Systems. FairWare2018, 29 May 2018

The IEEE Global Initiative on Ethics of Autonomous and Intelligent Systems. FairWare2018, 29 May 2018 The IEEE Global Initiative on Ethics of Autonomous and Intelligent Systems FairWare2018, 29 May 2018 The IEEE Global Initiative on Ethics of Autonomous and Intelligent Systems Overview of The IEEE Global

More information

The IEEE Global Initiative for Ethical Considerations in Artificial Intelligence and Autonomous Systems. Overview April, 2017

The IEEE Global Initiative for Ethical Considerations in Artificial Intelligence and Autonomous Systems. Overview April, 2017 The IEEE Global Initiative for Ethical Considerations in Artificial Intelligence and Autonomous Systems Overview April, 2017 @johnchavens 3 IEEE Standards Association IEEE s Technology Ethics Landscape

More information

Our Final Invention: Artificial Intelligence and the End of the Human Era

Our Final Invention: Artificial Intelligence and the End of the Human Era Our Final Invention: Artificial Intelligence and the End of the Human Era Daniel Franklin, Sophia Feng, Joseph Burces, Diana Luu, Ted Bohrer, and Janet Dai PHIL 110 Artificial Intelligence (AI) The theory

More information

Human + Machine How AI is Radically Transforming and Augmenting Lives and Businesses Are You Ready?

Human + Machine How AI is Radically Transforming and Augmenting Lives and Businesses Are You Ready? Human + Machine How AI is Radically Transforming and Augmenting Lives and Businesses Are You Ready? Xavier Anglada Managing Director Accenture Digital Lead in MENA and Turkey @xavianglada TM Forum 1 Meet

More information

Humanoid Robot NAO: Developing Behaviors for Football Humanoid Robots

Humanoid Robot NAO: Developing Behaviors for Football Humanoid Robots Humanoid Robot NAO: Developing Behaviors for Football Humanoid Robots State of the Art Presentation Luís Miranda Cruz Supervisors: Prof. Luis Paulo Reis Prof. Armando Sousa Outline 1. Context 1.1. Robocup

More information

Kay Firth-Butterfield, Executive Director Barrister-at-Law, LL.M, M.A., F.R.S.A

Kay Firth-Butterfield, Executive Director Barrister-at-Law, LL.M, M.A., F.R.S.A Kay Firth-Butterfield, Executive Director Barrister-at-Law, LL.M, M.A., F.R.S.A Copyright 2017. All Rights Reserved. Do not circulate or use without express permission Marc Benioff Davos 2017 AI technology

More information

Development and Integration of Artificial Intelligence Technologies for Innovation Acceleration

Development and Integration of Artificial Intelligence Technologies for Innovation Acceleration Development and Integration of Artificial Intelligence Technologies for Innovation Acceleration Research Supervisor: Minoru Etoh (Professor, Open and Transdisciplinary Research Initiatives, Osaka University)

More information

AI: The New Electricity

AI: The New Electricity AI: The New Electricity Devdatt Dubhashi Computer Science and Engineering Chalmers Machine Intelligence Sweden AB AI: the New Electricity AI is the new electricity. Just as electricity transformed industry

More information

The five senses of Artificial Intelligence

The five senses of Artificial Intelligence The five senses of Artificial Intelligence Why humanizing automation is crucial to the transformation of your business AUTOMATION DRIVE The five senses of Artificial Intelligence: A deep source of untapped

More information

CSC384 Intro to Artificial Intelligence* *The following slides are based on Fahiem Bacchus course lecture notes.

CSC384 Intro to Artificial Intelligence* *The following slides are based on Fahiem Bacchus course lecture notes. CSC384 Intro to Artificial Intelligence* *The following slides are based on Fahiem Bacchus course lecture notes. Artificial Intelligence A branch of Computer Science. Examines how we can achieve intelligent

More information

How Explainability is Driving the Future of Artificial Intelligence. A Kyndi White Paper

How Explainability is Driving the Future of Artificial Intelligence. A Kyndi White Paper How Explainability is Driving the Future of Artificial Intelligence A Kyndi White Paper 2 The term black box has long been used in science and engineering to denote technology systems and devices that

More information

The Evolution of Artificial Intelligence in Workplaces

The Evolution of Artificial Intelligence in Workplaces The Evolution of Artificial Intelligence in Workplaces Cognitive Hubs for Future Workplaces In the last decade, workplaces have started to evolve towards digitalization. In the future, people will work

More information

Robotics, AI and the Law

Robotics, AI and the Law Robotics, AI and the Law 3 May 2017 BCS The Chartered Institute for IT, Bristol Chris Holder Partner Agenda 1. Scene Setting 2. Definitions 3. The Law 4. Future Thinking 2 Scene Setting Scene Setting 4

More information

TEMPORAL DIFFERENCE LEARNING IN CHINESE CHESS

TEMPORAL DIFFERENCE LEARNING IN CHINESE CHESS TEMPORAL DIFFERENCE LEARNING IN CHINESE CHESS Thong B. Trinh, Anwer S. Bashi, Nikhil Deshpande Department of Electrical Engineering University of New Orleans New Orleans, LA 70148 Tel: (504) 280-7383 Fax:

More information

Latvia DATA DRIVEN PUBLIC SERVICE DELIVERY

Latvia DATA DRIVEN PUBLIC SERVICE DELIVERY Latvia DATA DRIVEN PUBLIC SERVICE DELIVERY Edmunds Belskis Deputy State Secretary Ministry of Environmental Protection and Regional Development, Latvia 01 Digitally enabled nation Among global leaders

More information

Prof. Roberto V. Zicari Frankfurt Big Data Lab RatSWD- February 9, 2017 Berlin

Prof. Roberto V. Zicari Frankfurt Big Data Lab   RatSWD- February 9, 2017 Berlin Prof. Roberto V. Zicari Frankfurt Big Data Lab www.bigdata.uni-frankfurt.de RatSWD- February 9, 2017 Berlin 1 Data as an Economic Asset I think we re just beginning to grapple with implications of data

More information

Ethics Guideline for the Intelligent Information Society

Ethics Guideline for the Intelligent Information Society Ethics Guideline for the Intelligent Information Society April 2018 Digital Culture Forum CONTENTS 1. Background and Rationale 2. Purpose and Strategies 3. Definition of Terms 4. Common Principles 5. Guidelines

More information

detection; creative industrial design systems; sophisticated computer games in which the non-player characters are driven

detection; creative industrial design systems; sophisticated computer games in which the non-player characters are driven software running on on-board computers. Back then, however, hardly anyone talked about concepts such as computing or computers. On the contrary, the media referred to computers as electronic brains. And

More information

15: Ethics in Machine Learning, plus Artificial General Intelligence and some old Science Fiction

15: Ethics in Machine Learning, plus Artificial General Intelligence and some old Science Fiction 15: Ethics in Machine Learning, plus Artificial General Intelligence and some old Science Fiction Machine Learning and Real-world Data Ann Copestake and Simone Teufel Computer Laboratory University of

More information

Computational Thinking for All

Computational Thinking for All for All Corporate Vice President, Microsoft Research Consulting Professor of Computer Science, Carnegie Mellon University Centrality and Dimensions of Computing Panel Workshop on the Growth of Computer

More information

Logic Programming. Dr. : Mohamed Mostafa

Logic Programming. Dr. : Mohamed Mostafa Dr. : Mohamed Mostafa Logic Programming E-mail : Msayed@afmic.com Text Book: Learn Prolog Now! Author: Patrick Blackburn, Johan Bos, Kristina Striegnitz Publisher: College Publications, 2001. Useful references

More information

From data to strategy How artificial intelligence is changing the rules of the game. Dr. Vladimir Preveden Graz, October 11, 2017

From data to strategy How artificial intelligence is changing the rules of the game. Dr. Vladimir Preveden Graz, October 11, 2017 2017 From data to strategy How artificial intelligence is changing the rules of the game Dr. Vladimir Preveden Graz, October 11, 2017 What is Intelligence? and why does AI matter so much now? Impact >

More information

Human-AI Partnerships. Nick Jennings Vice-Provost (Research and Enterprise) & Professor of Artificial Intelligence

Human-AI Partnerships. Nick Jennings Vice-Provost (Research and Enterprise) & Professor of Artificial Intelligence Human-AI Partnerships Nick Jennings Vice-Provost (Research and Enterprise) & Professor of Artificial Intelligence n.jennings@imperial.ac.uk AI in the Movies 2 Stephen Hawking AI is Important The development

More information

DEEP DIVE ON AZURE ML FOR DEVELOPERS

DEEP DIVE ON AZURE ML FOR DEVELOPERS DEEP DIVE ON AZURE ML FOR DEVELOPERS How many dogs can you find in 4 seconds? How many dogs can you find in 4 seconds? Who had 12? DEEP DIVE ON AZURE ML FOR DEVELOPERS THOMAS MARTINSEN CEO AND FOUNDING

More information