Robotesting: Are you ready for that yet?
|
|
- Magdalene Barton
- 6 years ago
- Views:
Transcription
1 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 Sogeti 2017 Page 1
2 1980 Workgroup -member Rik Marselis The members of TestNet say hello to you. And trust that this conference will be just as interesting and fun as their conference last week! (take a look, but beware, it s all in Dutch ;-) Sogeti 2017 Page 2
3 Our first bit of robotesting How can we stop R0B3 without touching it? Sogeti Robots in practice Over 50% of the dairyfarms in the Netherlands uses one or more robots. Sogeti Sogeti 2017 Page 3
4 Manure robot Low intelligence for specific tasks ( dull and/or dangerous ) Sogeti Milking robot Higher intelligence both replacing human labour and gathering of valuable data Sogeti Sogeti 2017 Page 4
5 What is a Robot? It s a machine that gathers information about its environment by input of sensors and based on this input changes its behavior. Combined with machine learning and machine intelligence the robot s reactions over time get more and more adequate. The use of Internet of Things, Big Data Analytics and Cloud technology make a robot versatile. A Robot can come in many different shapes and forms. It s not just the metallic man. It may just as well be a smart algorithm on social media, an autonomous vacuum cleaner or a self-driving car. This definition was assembled by Rik Marselis from various sources. Sogeti Robotesting Testing of robots October 2017 Sogeti 2017 Page 5
6 Different angles of quality for robotics Mechanical Electrical Information Processing Social Impact Machine Intelligence For these traditional tests we already have the knowledge and experience for decades. And we Business have many tools to help us testing Impact efficiently and effectively. Sogeti New risks having impact on business process Product Risk Analysis New risks Well-known approach Other outcoumes, for Test strategy Test techniques Test coverage Sogeti Sogeti 2017 Page 6
7 Artificial intelligence (from the film Ex Machina 2015) Artificial intelligence will come. The question is when, not if. Sogeti About Artificial Intelligence Artificial General Intelligence Human-like, i.e. capable of any task Artificial Narrow Intelligence Focused on one specific task Machine Intelligence Machine Intelligence (MI) is a unifying term for what others call Machine Learning (ML) and Artificial Intelligence (AI). When we called it AI, too many people were distracted by whether certain companies were true AI, and when we called it ML, many thought we weren t doing justice to the more AI-esque like the various flavors of Deep Learning. (Source: Machine Intelligence Executive introduction, SogetiLabs) Sogeti Sogeti 2017 Page 7
8 Different angles of quality for robotics Mechanical Electrical Information Processing Machine Intelligence new Business Impact new Social Impact new Sogeti Machine learning <<< vervangen door filmclip >>> Sogeti Sogeti 2017 Page 8
9 Testing the machine learning capabilities Testing machine learning is much different from traditional testing. Traditionally the output could always be predicted. With machine learning the output will be (must be!!) different over time. One of the ways to handle this is also focusing on the input of the learning machine. Sogeti Sogeti Sogeti 2017 Page 9
10 Testing machine learning: it s about the input!! The tester as psychologist of the intelligent machine Sogeti Social impact of robots Since the introduction of the milking robot, the farmer and his family can now have dinner together at 18:00 o clock (as usual in the Netherlands) De aardappeleters. Vincent van Gogh Sogeti Sogeti 2017 Page 10
11 Testing new quality attributes Traditionally testing was mostly focused on IT. With new technology business impact and social impact become more and more important. Think of quality attributes like Ethics and Embodiment For example: Do we want robots to take care of elderly people? And if so, what should such robot look like? Picture from film Robot and Frank 2012 Sogeti 21 Image recognition (how hard can that be?) Sogeti Sogeti 2017 Page 11
12 Robotesting Testing with robots October 2017 Robot automatically performs regression tests Sogeti 24 Sogeti 2017 Page 12
13 Robot automatically performs regression tests Low-cost ( 300,-) robot-arm tests mobile devices. Connected to test management tool. Test cases check if the quality goals are met and risks are covered. Sogeti Robotesting Use of Artificial Intelligence October 2017 Sogeti 2017 Page 13
14 Self-exploring testing tools Self-exploring testing tools Would this be possible? See in this video how Google s DeepMind learns to play breakout. In my opinion Artificial Intelligence will be able to assist testers in exploring software in the very near future. Read more in the article of Sander Mol and Rik Marselis Sogeti In the mean time, use robots and AI for Functional testing Generate test cases Execute test cases Analyse the results Brute-force testing Generate a huge number of test cases and execute them Non-functional testing Intelligent performance testing And so much more!!!!! Sogeti Sogeti 2017 Page 14
15 Machine intelligence: test data management What is a great challenge with using live data? Privacy issues. Use machine intelligence to analyze the live data and find all different situations. These situations are your test situations. Based on these test situations the intelligent machine can generate synthetic data. Advantages: - The dataset contains only the test situations your want (small file) - All variations will be in the testset (good coverage) - The data is not in conflict with privacy-regulations Sogeti Machine intelligence: path coverage What is a great challenge with testing business processes? Covering the business process in an optimal way. Use machine intelligence to analyze the possible process paths. These situations are your test situations. Based on these test situations the intelligent machine can generate test cases. And for each test case find relevant test data. Advantages: - The dataset contains only the test situations your want (small testset) - All variations will be in the testset (good coverage) - No hassle to determine the right test data Sogeti Sogeti 2017 Page 15
16 Machine intelligence: output prediction What is a great challenge with testing business processes? Predicting the expected outcome. Use machine intelligence to analyze the test situation and to predict the expected outcome. Advantages: - The machine intelligence is better at strictly applying rules (no errors in output predictions) - Less manual labour Disadvantage: The rules must be very clear Sogeti Cognitive QA The next step in test automation COGNITIVE QA PLATFORMS Testdata management, service virtualization, etcetera, with Artificial Intelligence Test Execution Analysis Test Coverage Optimization SMART ANALYTICS FOR QA COGNITIVE QA INTELLIGENT QA AUTOMATION Test tools augmented with Artificial Intelligence PREDICTIVE QA DASHBOARDS Predictive Analysis of test results Sogeti Sogeti 2017 Page 16
17 My tip if you fear for your future career Make sure you are good at collaborating with robots, so you will be the last to be made superfluous Sogeti Robots will change your testing!! Questions? Rik Marselis October 2017 Sogeti 2017 Page 17
TESTING OF ARTIFICIAL INTELLIGENCE AI QUALITY ENGINEERING SKILLS AN INTRODUCTION
TESTING OF ARTIFICIAL INTELLIGENCE AI QUALITY ENGINEERING SKILLS AN INTRODUCTION Executive summary Table of contents 1 Executive summary 2 2 Setting the scene 3 2.1 Introducing this whitepaper 3 2.2 Terminology
More informationTechnology, Humanity and the Future of HR
Technology, Humanity and the Future of HR Humanity will change more in the next 20 years than the previous 300 years Technology Humanity Algorithms Androrithms Years not decades Your ability to think 'from
More informationTesting in the digital age
TESTING IN THE DIGITAL AGE Testing in the digital age AI makes the difference Testing in the digital age brings a new vision on test engineering, using new quality attributes that tackle intelligent machines
More informationThe 2 nd Annual Career Development Stakeholders Conference. The Fourth Industrial The future of work 28 June 2018
The 2 nd Annual Career Development Stakeholders Conference The Fourth Industrial The future of work 28 June 2018 Mechanization, Steam power, weaving loom Mass production, assembly line, electrical energy
More informationArtificial Intelligence and Robotics Getting More Human
Weekly Barometer 25 janvier 2012 Artificial Intelligence and Robotics Getting More Human July 2017 ATONRÂ PARTNERS SA 12, Rue Pierre Fatio 1204 GENEVA SWITZERLAND - Tel: + 41 22 310 15 01 http://www.atonra.ch
More informationApplication 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 informationSteven King. Storytelling Experience. Leveraging VR, AR and Ai to engage audiences. Professor of Emerging TechnologiesCreating Immersive
1 Steven King Professor of Emerging TechnologiesCreating Immersive Storytelling Experience Leveraging VR, AR and Ai to engage audiences 2 3 4 5 6 7 8 9 10 11 12 13 14 Storytelling with Emerging Technology
More informationArtificial Intelligence Machine learning and Deep Learning: Trends and Tools. Dr. Shaona
Artificial Intelligence Machine learning and Deep Learning: Trends and Tools Dr. Shaona Ghosh @shaonaghosh What is Machine Learning? Computer algorithms that learn patterns in data automatically from large
More informationWhat We Talk About When We Talk About AI
MAGAZINE What We Talk About When We Talk About AI ARTIFICIAL INTELLIGENCE TECHNOLOGY 30 OCT 2015 W e have all seen the films, read the comics or been awed by the prophetic books, and from them we think
More informationDG CONNECT Artificial Intelligence activities
DG CONNECT Artificial Intelligence activities Anne Bajart, PhD Head of Sector Robotics Industrial Development and Impact Robotics and Artificial Intelligence Directorate-General for Communication Networks,
More informationResponsible 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 informationExecutive 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 informationHarnessing the 4th Industrial Revolution. Professor Mark Esposito Harvard University & Nexus
Harnessing the 4th Industrial Revolution Professor Mark Esposito Harvard University & Nexus FrontierTech @Exp_Mark Technology Foresight Series Summary 4 th Industrial Revolution Five emerging technologies
More informationKÜNSTLICHE 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 informationHumanification Go Digital, Stay Human
Humanification Go Digital, Stay Human Image courtesy: Home LOCAL AND PREDICTABLE WORLD GLOBAL AND UNPREDICTABLE WORLD MASSIVE DISRUPTION IN THE NEXT DECADE DISRUPTIVE STRESS OR DISRUPTIVE OPPORTUNITY DISRUPTION
More information9 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 information15: 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 informationAI 101: An Opinionated Computer Scientist s View. Ed Felten
AI 101: An Opinionated Computer Scientist s View Ed Felten Robert E. Kahn Professor of Computer Science and Public Affairs Director, Center for Information Technology Policy Princeton University A Brief
More informationENHANCED HUMAN-AGENT INTERACTION: AUGMENTING INTERACTION MODELS WITH EMBODIED AGENTS BY SERAFIN BENTO. MASTER OF SCIENCE in INFORMATION SYSTEMS
BY SERAFIN BENTO MASTER OF SCIENCE in INFORMATION SYSTEMS Edmonton, Alberta September, 2015 ABSTRACT The popularity of software agents demands for more comprehensive HAI design processes. The outcome of
More informationOECD 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 informationA.I in Automotive? Why and When.
A.I in Automotive? Why and When. AGENDA 01 02 03 04 Definitions A.I? A.I in automotive Now? Next big A.I breakthrough in Automotive 01 DEFINITIONS DEFINITIONS Artificial Intelligence Artificial Intelligence:
More informationIndustry 4.0: the new challenge for the Italian textile machinery industry
Industry 4.0: the new challenge for the Italian textile machinery industry Executive Summary June 2017 by Contacts: Economics & Press Office Ph: +39 02 4693611 email: economics-press@acimit.it ACIMIT has
More informationAutomotive Applications ofartificial Intelligence
Bitte decken Sie die schraffierte Fläche mit einem Bild ab. Please cover the shaded area with a picture. (24,4 x 7,6 cm) Automotive Applications ofartificial Intelligence Dr. David J. Atkinson Chassis
More informationMachine Intelligence quality characteristics. How to measure the quality of Artificial Intelligence and robotics
Machine Intelligence quality characteristics How to measure the quality of Artificial Intelligence and robotics Contents 1 Introduction 1 1.1 The series of papers on Testing and AI 1 1.2 Musings on history
More informationHuman-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 informationTECHNOLOGY IMPACT ON ECONOMY AND SOCIETY
TECHNOLOGY IMPACT ON ECONOMY AND SOCIETY ACCENTURE AT VERONA FORUM VARTAN DILANIAN, COUNTRY MANAGING DIRECTOR, ACCENTURE RUSSIA 26 OCTOBER 2018 >> Cumulative capability >> THE COMBINATORIAL EFFECTS OF
More informationGetting the most out of smart homes & buildings: Measuring Value. Dr Martin Ganley Director, Smart Homes and Buildings BRE. Part of the BRE Trust
Getting the most out of smart homes & buildings: Measuring Value Dr Martin Ganley Director, Smart Homes and Buildings BRE Part of the BRE Trust BRE Building Research Establishment Training & Events Research
More informationSynergies 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 informationForward Looking Information
Innovation April 4, 2018 Kalev Ruberg, Vice President, Digital Systems and Chief Information Officer Greg Brouwer, General Manager, Technology and Innovation Forward Looking Information Both these slides
More informationARTIFICIAL INTELLIGENCE (AI): HYPE OR HOPE?
INNOVATION PLATFORM WHITE PAPER AI was coined as a term in 956 at a Dartmouth College Computer Science conference. It refers to a line of research that seeks to replicate the characteristics of human intelligence.
More informationCognitive Science: What Is It, and How Can I Study It at RPI?
Cognitive Science: What Is It, and How Can I Study It at RPI? What is Cognitive Science? Cognitive Science: Aspects of Cognition Cognitive science is the science of cognition, which includes such things
More informationAppendices 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 informationEmpowering People: How Artificial Intelligence is 07changing our world
Empowering People: How Artificial Intelligence is 07changing our world The digital revolution is democratizing societal change, evolving human progress by helping people & organizations innovate in ways
More informationHealth Care Analytics: Driving Innovation
Health Care Analytics: Driving Innovation Jonathan Woodson, MD, MSS, FACS Director, Institute for Health System Innovation and Policy jwoodson@bu.edu Driving Innovation in Health Care 2 Organizational
More informationOverview: Emerging Technologies and Issues
Overview: Emerging Technologies and Issues Marie Sicat Introduction to the Course on Digital Commerce and Emerging Technologies DiploFoundation, UNCTAD, CUTS, ITC, GIP UNCTAD E-commerce Week (18 April
More informationOur 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& Medical Tourism. DIHTF - Dubai 20 th -21 st Feb 2018 V S Venkatesh -India
& Medical Tourism DIHTF - Dubai 20 th -21 st Feb 2018 V S Venkatesh -India The human brain is an amazing work of art, it has very complex neural circuits and the way it registers, stores, processes and
More informationDisrupting 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 informationAI 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 informationHuman + 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 information2018 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 informationScott Klososky Phillip Seawright. Smart Cities: Risks & Real Opportunities
Scott Klososky Phillip Seawright Smart Cities: Risks & Real Opportunities Like it or not, technology has become the jugular vein of the organization Mike Foster Digital Transformation 2000 to 2050 A historically
More informationArtificial Intelligence: Definition
Lecture Notes Artificial Intelligence: Definition Dae-Won Kim School of Computer Science & Engineering Chung-Ang University What are AI Systems? Deep Blue defeated the world chess champion Garry Kasparov
More informationFROM AI TO IA AI: Artificial Intelligence IA: Intelligence Amplification Mieke De Ketelaere, SAS NEMEA
FROM AI TO IA AI: Artificial Intelligence IA: Intelligence Amplification Mieke De Ketelaere, AI/CI @ SAS NEMEA About myself G.M. De Ketelaere University of Stuttgart, DE G.M. De Ketelaere and H.W. Guesgen
More informationInternational Masterclass Robotics 2017 Robotics for Future Presidents
International Masterclass Robotics 2017 Robotics for Future Presidents WEDNESDAY 25 OCTOBER 08.30 09.00 Breakfast & Kick-off Welcome and opening by Bennie Mols, Science Journalist and Moderator of The
More informationHuman factors and design in future health care
Human factors and design in future health care Peter Buckle 1, Simon Walne 1, Simone Borsci 1,2 and Janet Anderson 3 1. NIHR London In Vitro Diagnostics Co-operative, Division of Surgery, Department of
More information23/04/2018. Global Outlook Spatial Information Industry. Graeme Kernich, CEO CRCSI
Global Outlook 2018 Spatial Information Industry Graeme Kernich, CEO CRCSI 1 Global Outlook 2018 Spatial Information Industry 2 Global Outlook 2018: Overview 3 Source: World Economic Forum, The Global
More informationAI in Business Enterprises
AI in Business Enterprises Are Humans Rational? Rini Palitmittam 10 th October 2017 Image Courtesy: Google Images Founders of Modern Artificial Intelligence Image Courtesy: Google Images Founders of Modern
More informationThe 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 informationLiferay as a headless CMS for Robotics & VR/AR environments
Liferay as a headless CMS for Robotics & VR/AR environments Innovation Initial Consideration Informational channels History at a glance 30 40 s 50 s 60 s 70 s Reading the newspaper The first ebook DEC
More informationTechnological Possibilites and Challenges for Smart Cities
Technological Possibilites and Challenges for Smart Cities Henrik Madsen, DTU Compute http://www.henrikmadsen.org http://www.smart-cities-centre.org Smart Cities Projects CITIES Center for IT-Intelligent
More informationThe five senses of Artificial Intelligence. Why humanizing automation is crucial to the transformation of your business
The five senses of Artificial Intelligence Why humanizing automation is crucial to the transformation of your business AUTOMATION DRIVE Machine Powered, Business Reimagined Corporate adoption of cognitive
More informationDIGITAL TECHNOLOGY, ECONOMIC DIVERSIFICATION AND STRUCTURAL TRANSFORMATION XIAOLAN FU OXFORD UNIVERSITY
DIGITAL TECHNOLOGY, ECONOMIC DIVERSIFICATION AND STRUCTURAL TRANSFORMATION XIAOLAN FU OXFORD UNIVERSITY EXPONENTIAL TECHNOLOGICAL CHANGE ARTIFICIAL INTELLIGENCE Alpha Go Driverless car, ROBOTICS Smart
More informationWhat could be driving the Lab of the future and is the Smart Lab really a thing?
What could be driving the Lab of the future and is the Smart Lab really a thing? Paul Kendall Festo MedLab 28 February 2018 ELRIG Robotics & Automation, Esslingen near Stuttgart. 1 What s in store? Position
More informationIT and Systems Science Transformational Impact on Technology, Society, Work, Life, Education, Training
IT and Systems Science Transformational Impact on Technology, Society, Work, Life, Education, Training John S. Baras Institute for Systems Research and Dept. of Electrical and Computer Engin. University
More informationThe Five Senses of Intelligent Automation
The Five Senses of Intelligent Automation Why humanizing automation is crucial to the transformation of your business AUTOMATION DRIVE Machine Powered, Business Reimagined Corporate adoption of cognitive
More informationPOWERED BY SOGETILABS. Accelerating your ideas to reality
THiNKUBATOR POWERED BY SOGETILABS Accelerating your ideas to reality Agenda The speed of innovation SogetiLabs THiNKUBATOR Applying the approach 1 2 3 The speed of innovation 1 In the last 15 years, 52%
More informationtechnologies, Gigaom provides deep insight on the disruptive companies, people and technologies shaping the future for all of us.
September 21-23 Austin, Texas LEADER S SUMMIT Partner Kit As the leading global voice on emerging technologies, Gigaom provides deep insight on the disruptive companies, people and technologies shaping
More informationHow 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 informationDocument Classification: KPMG Public
Everything you ever wanted to know about: Intelligent Automation Artificial Intelligence Digital Labour 4th Industrial Revolution But were to afraid to ask 2017 KPMG LLP, a UK limited liability partnership
More informationThe robots are coming, but the humans aren't leaving
The robots are coming, but the humans aren't leaving Fernando Aguirre de Oliveira Júnior Partner Services, Outsourcing & Automation Advisory May, 2017 Call it what you want, digital labor is no longer
More informationAI 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 informationAdvances and Perspectives in Health Information Standards
Advances and Perspectives in Health Information Standards HL7 Brazil June 14, 2018 W. Ed Hammond. Ph.D., FACMI, FAIMBE, FIMIA, FHL7, FIAHSI Director, Duke Center for Health Informatics Director, Applied
More informationArtificial 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 informationBecome digitally disruptive: The challenge to unlearn
Become digitally disruptive: The challenge to unlearn : Battle for Brains A recent University of Oxford study 1 concluded that over the next 10 to 20 years almost 50% of jobs in the U.S. will be taken
More informationHow Innovation & Automation Will Change The Real Estate Industry
How Innovation & Automation Will Change The Real Estate Industry A Conversation with Mark Lesswing & Jeff Turner People worry that computers will get too smart & take over the world, but the real problem
More informationHow 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 informationAI in QA in AI. AI in QA in AI. AI in QA in AI. Sami Kaltala Head of Quality Assurance Symbio Europe
AI in QA in AI Sami Kaltala Head of Quality Assurance Symbio Europe Pekka Vainiomäki Vice President Strategic Engagements Symbio Europe AI in QA in AI AI in QA in AI ML Symbio is a global software engineering
More informationSwiss Re Institute. September 2018 Dr. Jeffrey R. Bohn
Swiss Re Institute September 2018 Dr. Jeffrey R. Bohn Welcome & Introduction to the Swiss Re Institute 2 Global presence US infrastructure SRI Symposia sigma Monte Carlo launch Insurance market report
More informationCS343 Introduction to Artificial Intelligence Spring 2010
CS343 Introduction to Artificial Intelligence Spring 2010 Prof: TA: Daniel Urieli Department of Computer Science The University of Texas at Austin Good Afternoon, Colleagues Welcome to a fun, but challenging
More informationComputer Science 1400: Part #8: Where We Are: Artificial Intelligence WHAT IS ARTIFICIAL INTELLIGENCE (AI)? AI IN SOCIETY RELATING WITH AI
Computer Science 1400: Part #8: Where We Are: Artificial Intelligence WHAT IS ARTIFICIAL INTELLIGENCE (AI)? AI IN SOCIETY RELATING WITH AI What is Artificial Intelligence (AI)? Artificial Intelligence
More informationDr George Gillespie. CEO HORIBA MIRA Ltd. Sponsors
Dr George Gillespie CEO HORIBA MIRA Ltd Sponsors Intelligent Connected Vehicle Roadmap George Gillespie September 2017 www.automotivecouncil.co.uk ICV Roadmap built on Travellers Needs study plus extensive
More informationSoftware Computer Vision - Driver Assistance
Software Computer Vision - Driver Assistance Work @Bosch for developing desktop, web or embedded software and algorithms / computer vision / artificial intelligence for Driver Assistance Systems and Automated
More informationTHE TECH MEGATRENDS Christina CK Kerley
THE TECH MEGATRENDS 2017 Christina CK Kerley http://allthingsck.com Tech Applies To All... And Will Push Your Career To The #NextLevel! All Roles No Matter Your Job Role Or Industry. Tech Applies To All
More informationCS343 Introduction to Artificial Intelligence Spring 2012
CS343 Introduction to Artificial Intelligence Spring 2012 Prof: TA: Daniel Urieli Department of Computer Science The University of Texas at Austin Good Afternoon, Colleagues Welcome to a fun, but challenging
More informationIntro to AI & AI DAOs: Nature 2.0 Edition. Trent Ocean BigchainDB
Intro to AI & AI DAOs: Nature 2.0 Edition Trent McConaghy @trentmc0 Ocean BigchainDB Trucking 3.5M jobs Retail 4.6M jobs Creative jobs? In an age of AI, How to feed our families? Achieve abundance? Ways
More informationThe Key to the Internet-of-Things: Conquering Complexity One Step at a Time
The Key to the Internet-of-Things: Conquering Complexity One Step at a Time at IEEE QRS2017 Prague, CZ June 19, 2017 Adam T. Drobot Wayne, PA 19087 Outline What is IoT? Where is IoT in its evolution? A
More informationCopyright: Conference website: Date deposited:
Coleman M, Ferguson A, Hanson G, Blythe PT. Deriving transport benefits from Big Data and the Internet of Things in Smart Cities. In: 12th Intelligent Transport Systems European Congress 2017. 2017, Strasbourg,
More informationTransparency 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 informationFuture Trends in Digital Communication
Radley Yeldar Ltd 01 Future Trends in Digital Communication Horizon scanning Prepared by Radley Yeldar December 2016 Radley Yeldar Ltd 02 Hello, we re Radley Yeldar. We re a creative consultancy. We create
More informationExponential transformation: the future is better than we think!
Exponential transformation: the future is better than we think! But the future is better than we think! Within the next 20 years, technology will enable us to: Address global food shortages Stop or
More informationOVERVIEW OF ARTIFICIAL INTELLIGENCE (AI) TECHNOLOGIES. Presented by: WTI
OVERVIEW OF ARTIFICIAL INTELLIGENCE (AI) TECHNOLOGIES Presented by: WTI www.wti-solutions.com 703.286.2416 LEGAL DISCLAIMER The entire contents of this informational publication is protected by the copyright
More informationLatvia 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 informationTechnology Trends with Digital Transformation
Technology Trends with Digital Transformation 26 April 2017 Dr. Seungyun Lee Digital transformation is the change associated with the application of digital technology in all aspects of human society.
More informationDevelopment 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 informationOur Aspirations Ahead
Our Aspirations Ahead ~ Pursuing Smart Innovation ~ 1 Introduction For the past decade, under our corporate philosophy Creating a New Communication Culture, and the vision MAGIC, NTT DOCOMO Group has been
More informationIndustry 4.0 The Future of Innovation
Industry 4.0 The Future of Innovation Peter Merrill Chair; ASQ Innovation Think Tank www.petermerrill.com Why Innovation? Global Change Digitization Market Change Social Change Perfect Storm of Change
More informationThe 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 informationArtificial 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 informationWhat is Artificial Intelligence? Alternate Definitions (Russell + Norvig) Human intelligence
CSE 3401: Intro to Artificial Intelligence & Logic Programming Introduction Required Readings: Russell & Norvig Chapters 1 & 2. Lecture slides adapted from those of Fahiem Bacchus. What is AI? What is
More informationAdopting Standards For a Changing Health Environment
Adopting Standards For a Changing Health Environment November 16, 2018 W. Ed Hammond. Ph.D., FACMI, FAIMBE, FIMIA, FHL7, FIAHSI Director, Duke Center for Health Informatics Director, Applied Informatics
More informationFace the future of manufacturing. Visitor information
Connecting Global Competence Face the future of manufacturing Visitor information The Leading Exhibition for Smart Automation and Robotics June 19 22, 2018 Munich automatica-munich.com automatica. Our
More informationThomas Hofmann Institute for Machine Learning, ETH Zürich
A.I. A Genie in the Bottle? Thomas Hofmann Institute for Machine Learning, ETH Zürich 1 What is A.I.? What is Intelligence? Intelligence is the ability to understand or to make sense and to act accordingly.
More informationTechnology trends in the digitalization era. ANSYS Innovation Conference Bologna, Italy June 13, 2018 Michele Frascaroli Technical Director, CRIT Srl
Technology trends in the digitalization era ANSYS Innovation Conference Bologna, Italy June 13, 2018 Michele Frascaroli Technical Director, CRIT Srl Summary About CRIT Top Trends for Emerging Technologies
More informationA Roadmap for Connected & Autonomous Vehicles. David Skipp Ford Motor Company
A Roadmap for Connected & Autonomous Vehicles David Skipp Ford Motor Company ! Why does an Autonomous Vehicle need a roadmap? Where might the roadmap take us? What should we focus on next? Why does an
More informationSerge COLLE. Innovazione nel settore: utilities e tecnologie abilitanti. Global Power & Utilities Advisory Leader, EY. Innovation in Power & Utilities
Innovazione nel settore: utilities e tecnologie abilitanti Innovation in Power & Utilities Serge COLLE Global Power & Utilities Advisory Leader, EY #EYenergyforum $/MWh European utilities are facing a
More informationMachines 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 informationMaster 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 informationIntroduction. digitalsupercluster.ca
Introduction digitalsupercluster.ca Government of Canada s Innovation Supercluster Initiative Federal government investing $950MM into superclusters to drive growth, prosperity, jobs and global leadership.
More informationdii 4.0 danish institute of industry
dii 4.0 danish institute of industry 4.0 4.0 Industry 4.0 An Introduction to Industry 4.0 December 2016 1 Danish Intitute of Industry 4.0 dii 4.0 About DII 4.0 Danish Institute of Industry 4.0 (DII 4.0)
More information