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KaaS: Knowledge as a Service
Raj Reddy Carnegie Mellon University Pittsburgh, PA 15213 Nov 7, 2017
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AI 1.0: 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 System Rule Based Ssytem
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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 2.0: Extract and Use Knowledge from New 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 Cognition Amplifiers (Cogs) and Guardian Angels (Gats) are Examples of Use of AI 2.0 Technologies. They Need Big Data Intelligence Cross Media Intelligence Crowd Intelligence Augmented Intelligence UAV Intelligence
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Cognition Amplifiers and Guardian Angels COGs and GATs for Everyone on the Planet
Cognition Amplifiers and Guardian Angels are two families of intelligent Agents that help with scarcity of attention problem 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 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 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 Just-in-Time Warnings: Hurricanes, Earthquakes, Extreme Weather Accident Alerts and Rerouting; Transport Strikes Scarcity of Essential Resources: Food, Energy, Water etc. Each Person has Thousands of Cogs and Gats as Personal Assistants
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What Gats and Cogs Are and Do
Thousands of Gats and Cogs help each person on the planet including people affected by language-divide and literacy-divide for routine tasks such as purchasing, productivity, play games, and for demanding tasks such as problem solving, explanation, negotiation, and discovery Autonomic - Always On Humans usually not in the loop Cogs in Cloud - Not on Smart Phone Gigabit Wireless leads to Infinite Memory and Bandwidth? Invisible Computing (on Body) replaces Laptops and Smart Phones Conserve Human Attention buy human assistance as needed thru crowd sourcing? Multimodal communication among Cogs Context Adaptive Continuous Monitoring of Location, Touch, Smell, Taste, Speech, Vision Learning algorithms (continuously adapting) Lifelong Adaptation and Learning (Temporal) Problem Solving (Tasks): Clarification Dialog and Confirmation Speech Centric
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Guardian Angel For Health
Monitor Life Support Parameters Using Improvised Smart Phone Using a Low Cost Version of Apple Watch and Fitbit Body Media Implant or Capsule in the Future? Analyze the Data for Tell Tale Signals Notify and/or Warn the User of Impending Problems Guardian Angel Service Providers For Health Devices, Tools and Gat Apps
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Guardian Angels For Education
Keystroke Activity Monitoring Exposes Student Learning Behavior Attendance Paying Attention or Playing games? Learning Speed Problem Solving Speed Valuable Tool for Student, Parents and Educators Timely Notifications and Warnings Guardian Angel Service Providers For Education Devices, Tools and Gat Apps
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Guardian Angels For Emergencies Provide the Right Information to the Right People
At the Right Time In the Right Language I the Right Medium: Voice, Video and/or Text In the Right Level of Detail
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AI 2.0 Enables Knowledge as a Service(KaaS)
Knowledge as a Service to provide Cognition Amplifiers (COGs) and Guardian Angels (GATs) for Everyone on the Planet COGs personalized and mass customized agents as part of KaaS for 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 GATs 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.
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Necessary Conditions for Success in KaaS Industry Development
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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KaaS will Lead to New Breakthroughs and New Industries
Continuous Monitoring of Sensors on the User Smart Phone Enables Activity Monitoring of the “Opt-In” Subset of Humankind Activity Patterns of the User (and Others with Similar Profile) can be Used to Infer User Intentions Intention Awareness enables Creation of Personal Guardian Angels (Gats) and Cognition Amplifiers (Cogs) Cogs are created by continuously monitoring multimodal sensors on modern smart phones, and discovering and interpreting user activities and intentions thru non-intrusive learning technologies. The Activity Monitoring System non-intrusively adapts and creates personalized Cogs using Cog Templates from the Platform providers and Cog developers Gats are created by monitoring Global, National and Local events and Sources of Interest and discovering and interpreting their potential impact to the individual user and notifying the user at the right time in the right medium. Gats and Cogs enable Automation of Much of the Human Work and Daily Personal Activities Than One-size-fits-all Apps Maxim is “Activity Monitoring” enables “Intention Awareness” enable “Gats and Cogs” enables “80%+ Automation”
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Specialties of Future Emerging Industries: AI 2
Specialties of Future Emerging Industries: AI 2.0 Based Guardian Angels and Cognition Amplifiers Personal: Emerging Industries for Personal Needs Health Education Food Security Energy Security Water Security Other: Medicine/Pharmaceuticals, Shelter/Housing, Sanitation National/Local: Emerging Industries for Smart Cities and Smart Villages Transportation Telecom/Smartphone/Communication/WiFi Banking Entertainment Shopping Global – Emerging Industries for Unplanned Events (Black Swans) Earthquakes/Tsunami Typhoons/Hurricanes/Cyclones Fire Flooding
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Scalable Sustainable Affordable Personal Guardian Angels
By 2020, Everyone on The Planet Has Access to a Smart Phone with Global Connectivity A Smart 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 smart 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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Affordability Free Sensor Intensive Smart Phone to Every Person on the Planet: Current cost of $200/Unit Estimated 2020 Cost per Unit of $50 Assuming 8B population One per Family of 4? One per Person? Expected Global Cost $100 to $400 Billion 0.1% to 0.4% of the Gross World Product Funding from Government and Other Stakeholders Smart Phone Manufacturers Telecom Service Providers IT Product and Service Companies Increase in Economic Activity and Productivity Expected Payback Time: Less than 1 year The big elephant in the room is the cost of enabling the global reach of Guardian Angels, getting the right information to every person on the planet! We begin with the assumption that every person on the planet will have access to a free sensor intensive smart phone which in 2014 might cost $200. Assuming a global population of 8 billion and assuming the cost of a feature rich smart phone is about $50, the cost of providing a smart phone to everyone on the planet is about $400 billion. If each family has one smart phone initially then the startup cost can be under $100 billion. These numbers represent 0.1% to 0.4% of gross world product. Like other essential infrastructures such as water, electricity and roads, a smart phone for everyone on the planet should be treated as necessary infrastructure. In addition to partial funding from governments, other stakeholders should bear some of the initial costs such as smart phone manufacturers, telecom service providers, and IT product and service companies. The resulting increase in economic activity and productivity can be expected to result in the recovery of the entire cost in less than one year.
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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 Protégé at All Times so as to Provide an Alert and/or a Detailed Notification. If Needed, It Must Be Able to Turn-on The Smart 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 smart phone of the owner to deliver urgent information.
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Technology Challenge Creation of Guardian Angel Technologies for providing the right information to every man, woman and child on the planet can lead to a Humane Society While the cost appears to be prohibitive, on a per capita basis it represents less than 0.1% of GWP. A Social Network Of Guardian Angels that can anticipate and share potential disaster scenarios can save 50% to 80% of all accidental deaths in the world and save millions of lives and hundreds of billions of dollars of property damage every year In conclusion, the creation of Guardian Angel Technologies for providing the right information to every man, woman and child on the planet in a timely manner can eliminate surprise and reduce human suffering and misery. While the cost appears to be prohibitive, on a per capita basis it represents less than 0.1% of the Gross World Product. A social network of Guardian Angels that can anticipate potential disastrous incidents in the life of each person on the planet, and warn and take protective actions may be able to save 50% to 80% of all accidental deaths in the world. This would result in saving over millions of lives and hundreds of billions of dollars of damage to property every year. That is certainly the most important research computer scientists could be doing in the 21st century. And it is certainly the most influential research project that the Honda Foundation could undertake.
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Potential Economic Impact of AI 2.0
Every person on the planet will be able to perform many daily habits more effectively using Gats and Cogs Daily habits (routines, activities) include a wide spectrum from routine tasks (such as banking and travel planning) to tasks too difficult for the user Over 80% of all human activity will done by Cogs by 2020 7 Billion People Market Vs 2 Billion Today Ultimately Humans Could be 10 Times More Efficient and Effective Global GDP is $100 Trillion Even 10% improvement will lead to $10T additional wealth creation Gat and Cog Eco System Requires Platform Providers, App Providers, and Agents for Personal Customization All of Whom Would Benefit from the Additional Wealth Creation
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