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Impact of AI on Services Industry
Raj Reddy Carnegie Mellon University Pittsburgh, PA 15213 Keynote Speech at the 2018 IEEE World Congress on Services San Francisco, July 3, 2018
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Myths and Misconceptions About AI
Lot of Hype Based on Mistaken Assumptions AI will replace humans AI will Kill Us Enslave Us Lead to Loss of Jobs
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AI Revisited
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What is AI? AI is an attempt to automate tasks that are usually though to be uniquely Human Requiring Intelligence, Intuition, Creativity, Innovation, Emotion, Empathy Usually Human coding using Heuristics, Rules, and Statistical Models - HMMs Non Sequential Algorithms Early Attempts Attempts to Solve Problem not Expressible as Classical Algorithms Proving Theorems, Playing Chess Understand Language, Speech, Images Create Robots that Sense Think and Act Later Systems attempted Compose music, Painting Automate trading in Stock Market Usually leads to Imperfect Solutions OCR error rates 99% 2010 Flash Crash: Dow Lost 1000 points in 36 minutes
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AI In 20th Century: Use of Knowledge in Problem Solving
An Intelligent System must Learns from Experience Use Vast Amount of Knowledge Tolerate Error and Ambiguity Respond in Real Time Communicate with Humans using Natural Language Search Compensates for Lack of Knowledge Puzzles Knowledge Compensates for Lack of Search F=ma; E = mc2 Traditional Sources of Knowledge Formal Knowledge: Learnt in Schools and Universities Books, Manuals, Informal Knowledge: Heuristics from Peoples Human Encoding of Knowledge Expert Systems Knowledge Based Systems Rule Based Systems
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Major Breakthroughs in AI of the 20th Century
Enabled by Brute-force, Heuristics, Human Coding of Rules and Knowledge, and Simple Machine Learning (Pattern Recognition) World Champion Chess Machine IBM Deep Blue Mathematical Discovery Proof Checkers Accident Avoiding Car CMU: No Hands Across America Robotics Manufacturing Automation Disaster Rescue Robots Speech Recognition Systems Dictation Machine Computer Vision and Image Processing Medical Image Processing Expert Systems Rule Based Systems Knowledge Based Systems
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AI in 21st Century: Discover and Use Data Driven Knowledge Sources
Paradigm Shift in Science First 3 Paradigms: Experiment, Theory, Simulation Rutherford, Bohr, Oppenheimer 4th Paradigm: Data Driven Science Create Next Generation AI systems Data Driven AI systems To Solve Previously Unsolved Problems Previously Unavailable Sources of Data Knowledge from Big Data: Data Driven Learning of Models and Algorithms Knowledge from Multiple (Cross) Media: Social Media Intelligence Gathering From All Language Sources From All the Media: Text, Speech, Image and Video Knowledge from Crowd Intelligence: Global Brain: from Individual Intelligence to Collective Intelligence Knowledge from Augmented Intelligence: Human-Machine Hybrid Intelligence for Collaborative Problem Solving Knowledge from Unmanned Autonomous Vehicles: Intelligence from Collaborating Teams of Robots Automatic Discovery of New Knowledge Machine Learning using Big Data Deep Learning
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Major Breakthroughs in AI in 21st Century
Enabled by Big Data and Machine Learning Language Translation Google Translate: Any Language to Any Language Speech to Speech Dialog Siri, Cortana, Alexa Autonomous Vehicles CMU, Stanford, Google, Tesla Deep Question Answering IBM’s Watson Robo Soccer World Champion Poker CMU Libratus No Limit Texas Hold’em Poker
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The Services Industry
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AI and Services Industry
The Services Industry Consists of Different Sectors Human Intensive Tasks such as Managed Services, Product Development Tasks such as Software, Hardware, and Chip Development XaaS services such as IaaS, PaaS, and SaaS. Each Service Sectors can benefit from Continuous Monitoring of Activity, Analysis of Activity, Understanding of Activity, Anomaly Detection, and Repair or Restore of the System. The Sense-Think-Act Paradigm of AI central to all AI enabled applications can also be useful in the services sector. AI Based Intelligent Assistants can be used to automate routine aspects of a task, usually leading to improved productivity of 20 to 80%.
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Cognition Amplifiers and Guardian Angels
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Cognition Amplifiers and Guardian Angels in Service Sector
Cognition Amplifiers and Guardian Angels are two families of Intelligent Agents that can help with Service Industry Productivity A Cognition Amplifier (COG) is a Personal Enduring Autonomic Intelligent Agent that anticipates what you want to do and helps you to do it with less effort A Guardian Angel (GAT) is a Personal Enduring Autonomic Intelligent Agent that Discovers And Warns You About Unanticipated Events That Could Impact Your Safety, Security, and Happiness
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Cognition Amplifiers and Guardian Angels
Cognition Amplifiers are personalized and mass customized agents as part of KaaS, Knowledge as a Service A Cognition Amplifier is a personal enduring autonomic intelligent agent that anticipates what a service provider is trying to do and assists in completing the task with less effort. Buying and selling: Transact with multiple providers Filter spam, understand and respond to actionable News: Based on topic preferences, novelty, collaborative filtering Banking: Monitor bank account, Credit Cards, Pay Bills Travel: Flights, hotel, schedule disruptions, cancellations Guardian Angels are personalized and mass customized agents as part of KaaS for Just-in-Time Warnings: Hurricanes, Earthquakes, Extreme Weather Act as Coach in Health and Education Matters Accident Alerts and Rerouting; Transport Strikes Scarcity of Essential Resources: Food, Energy, Water etc. Assume Every Service Worker has Hundreds of Personalized Cognition Amplifiers (COGs) and Guardian Angels (GATs)
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Steps in Creating Cogs and Gats
Guardian Angel Apps Dedicated to each Task for each Person To Create COGs and GATs in Service Industry, We Need to Collect (Big) Data from Every Service Worker Time, Location (GPS), Accelerometers, Barometers, Microphones and Cameras GigaBytes Per Person Every Day Monitor, Diagnose, and Apply Cycle For Each Service Worker Activity Monitoring enables Discovery of Intention which enables Cognition Amplifiers (COGs) and Guardian Angels (GATs)
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Necessary Conditions for Success in Development of COGs and GATs
Infrastructure Instrument Data Sources People Places and Things Computing Power: Processor, Memory and Bandwidth Multi Farm Cloud Computing Super Computers for Processing Zettabyte (1021 Bytes) Storage Farms Million Gigabit bandwidth Machine Learning and Analytics
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How to Create a Guardian Angel?
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Architecture of Guardian Angels Guardian Angels Publish and Subscribe
Guardian Angels are Mobile Apps that can be enabled for Any Person on the Planet Unlike APPs of today, Guardian Angels are Mass-customized to Each Individual Designed to be Non-intrusive, Autonomic, and Device Independent Always On, Always Present and Always Working Always Learning Enduring (life-long) Guardian Angels Monitor, Analyze and Learn From Experience; Learn From Own Experience And Experience of Others And share knowledge with a community of Guardian Angels Automated Discovery of Data and Information Sources Guardian Angels Publish and Subscribe Anonymized Data of User Activities and Experiences Data, suitably anonymized, can be used to learn appropriate responses for every possible situation by Learning preferences by observing user choices, Learning by task similarity and user similarity, Learning by error correction and Simply learning thru clarification dialog ( does that mean yes? Would you care to define it?)
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Cloud Based Architecture of Guardian Angels
Always On App Instantiation in the Cloud Activity Monitoring: iPhone Sensor data Always Working Diagnosis and Repair Always Learning Publish/Subscribe
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Family of Personalized Guardian Angels
Personalization and Customization of Guardian Angels Cloud Based Guardian Angel Platform Linked to User Smart Phone Learning Learn by Watching Learn by being taught Learn by doing Learn by asking others Learn by discovery Security Multimodal authentication Continuous authentication Encryption Big Data Management Process, index, story and retrieve data Mine, Cluster, and Summarize relevant experience Dialog With humans With other agents Self Healing Detect errors Resolve errors Power Mgmt Activity Monitoring Multi-Sensor Integration Autonomic Systems Etc. Family of Personalized Guardian Angels Subscribe to Local, National and Global Sources and Act on Relevant Information
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Publish/Subscribe Eco System of
Guardian Angel Global Infrastructure Platform Activity Monitoring and Intention Awareness User Guardian Angels Cloud Based User Infrastructure Platform Knowledge Source Publishers Global, National and Local Knowledge Source Distributors ReTweet Model Global DataBase of Humankind
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How Do I Get a Guardian Angel? Guardian Angel Market Place
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Technologies of Guardian Angels Guardian Angels Publish and Subscribe
Service Agents are created by service providers using agent templates included in the platform Download and Pay just as for Apps and Personalization Guardian Angels Can request and manage services on behalf of their Wards. Every organization that wants to enable access to their services by Guardian Angels will create a Service Agent for this purpose. Opt-in “Waze” like Models Privacy Individual Other participants Legal Can be subpoena-ed Security Information falling into wrong hands
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Scalable Sustainable Affordable Personal Guardian Angels
By 2025, Everyone on The Planet Has Access to a Phone with Global Connectivity A Phone is Expected to Cost $50 Every Man, Woman And Child will have Access to 16GB+ of Space on The Cloud from Facebook, Google And Microsoft Everyone on The Planet Has Access to Unlimited Computation, Memory and Bandwidth Language divide and literacy divide limits access to the internet-enabled solutions to many people in the world. Providing the right information in the right language and right medium enables scalability to all the people on the planet. Sustainability and Affordability are natural consequences of exponential reduction in size and cost of Information Technology. By 2020, a phone is expected to cost $20. Every Man, Woman and Child will have Access to 16GB+ of Space on The Cloud from Facebook, Google and Microsoft, enough to host all personal information in your own secure privacy protected area accessible only to you and your Guardian Angel. Language divide and literacy divide limits access to the Internet enabled solutions to many people in the world. Providing the right information in the right language and right medium enables scalability to all the people on the planet.. Sustainability and Affordability are natural consequences of exponential reduction in size and cost of Information Technology.
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…and Privacy A Facebook of Guardian Angels Are Able To Share Anonymized Knowledge Using Publish/Subscribe Mechanisms Of Social Networking, and Enabling Each Guardian Angel to Learn and Predict What Events Are Likely To Impact their Protégé A Guardian Angel Knows the Location Information of The User at All Times so as to Provide an Alert and/or a Notification. If Needed, It Must Be Able to Turn-on The Phone. No Privacy Breach Since Each Guardian Angel only Shares Information Already Known to the Service Provider A Facebook of Guardian Angels are able to share anonymized knowledge using publish/subscribe mechanisms of social networking and enabling each Guardian Angel to learn and predict what events are likely to impact their owner. No breach of privacy is expected since each Guardian Angel only shares information already known to the service provider suitably anonymized. A Guardian Angel knows the location information of the owner at all times so as to provide alerts and/or a detailed notification. If needed, it must be able to turn-on the phone of the owner to deliver urgent information.
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Potential Economic Impact of AI 2
Potential Economic Impact of AI 2.0 Emergence of Knowledge as a Service (KaaS) Industry Every person on the planet will be able to perform many daily tasks more effectively using Guardian Angels Daily tasks (routines, activities) include a wide spectrum from routine tasks (such as banking and travel planning) to tasks too difficult for the humans Over 80% of all human activity will done by Guardian Angels by 2025 8 Billion People Market by 2025 Ultimately Humans Could be 10 Times More Efficient and Effective Global GDP is Expected to be $100 Trillion by 2025 Even 10% improvement will lead to $10T additional wealth creation
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