SPECIFICITY of MACHINE LEARNING PROJECTS. Borys Pratsiuk, Head of R&D, Ci
|
|
- Janel Adams
- 5 years ago
- Views:
Transcription
1 1 SPECIFICITY of MACHINE LEARNING PROJECTS Borys Pratsiuk, Head of R&D, Ci
2 2 Who am I? Senior Android Team Lead Android Architect Engineer, R&D Lab, Tescom, South Korea Android Developer Ph.D Solidstate Electronic Head of R&D Engineering Borys Pratsiuk, First project, C, embedded Assistant professor, Kiev Polytechnic Institute
3 3 Agenda 2 What is a scientific research? 1 Why Science is important again? Data Science eco-system and main challenges 3 4 Case Studies
4 4 ML History McCulloch & Pitts Rosenblatt Ivakhnenko & Lapa A Logical Calculus of the Ideas Immanent in Nervous Activity Perceptron Group Method of Data Handling (GMDH) Networks trained by the Group Method of Data Handling (GMDH) (Ivakhnenko and Lapa, 1965; Ivakhnenko et al., 1967; Ivakhnenko, 1968, 1971) were perhaps the first Deep Learning systems Group Method of Data Handling (GMDH) Juergen Schmidhuber
5 5 IT evolution Systems Application Systems Scientists Brilliant people Systems (IBM, Microsoft, etc) Application (Web, Mobile, etc) Eco-System - Outsourcing -Freelance PM / BA / QA / Data Science Brilliant people 60-th 80-th now
6 6 Data today
7 7 Nvidia - main ML hardware manufacturer
8 8 Modern AI
9 9 Reasons for adopting Machine Intellegence columbus/2017/09/10/howartificial-intelligence-isrevolutionizing-business-in- 2017/#42607d Lot of nice charts about AI following the link!
10 10 What is scientific research? Scientific research is a fundamental background to test any revolutionary business ideas Zhang, W., Yu, Q., Siddiquie, B., Divakaran, A., & Sawhney, H. (2015). "Snap-n-Eat": food recognition and nutrition estimation on a smartphone. Journal of Diabetes Science and Technology, 9(3), doi: /
11 11 Image recognition better than human
12 12 Business case - AI Drones and Industrial Equipment er.nvidia.com/aidrones-help-inspectindustrial-equipment/
13 13 Bad Business case :(
14 14 Kaggle.com
15 15 Typical Machine Learning Flow Diagram Iterative process Data Acquisition Data Preparation Model Training Model Testing Train model Cleansing Shaping Enrichment Data Annotation Train Set Test Set Val Set Evaluate performance Cross-validation
16 16 Artificial Neuron Base element for any neural network design
17 17 NN/Deep Learning Neural net design is modern Art
18 18 ANN Example not good
19 19 ANN Example OK
20 20 6 Problem #1 NO Trust NO Scope NO Estimates Strong Sales Strong Team Strong Portfolio
21 Problems #n Proper hardware Proper dataset Proper team Proper PM
22 22 CASE STUDIES
23 23 Case Study: Voice recognition and natural language processing Voice recognition and natural language processing is one of the most important things for IoT purposes. Voice recognition technique was implemented to prepare your favorite cocktail, e.g. you re saying: Scoofy, make my favorite drink! and device makes you your favorite drink based on your preference and previous history.
24 24 Fish recognition Kaggle competition Problem In the Western and Central Pacific, where 60% of the world s tuna is caught, illegal, unreported, and unregulated fishing practices are threatening marine ecosystems, global seafood supplies and local livelihoods. The Nature Conservancy solves this via developing a camera-based solution for the fish recognition to control the fishermen s catch. Results Developed the fish detection algorithm (localization precision ~ 95%, recall 80%) Developed the classification algorithm for different types of of fish on boat (accuracy ~ 93%) The overall performance log-loss~ 0.7
25 25 Case: Detection of parasites on fish Detect fish in video frame, Filter images and select most bright, Detect and count parasites
26 26 Satellite images multilabeling Kaggle competition Problem: Planet and its Brazilian partner SCCON were challenging to label satellite image chips with atmospheric conditions and various classes of land cover/land use. Resulting algorithms will help the global community better understand where, how, and why deforestation happens all over the world - and ultimately how to respond. Results: Developed the multilabeling algorithm based on convolutional neural networks and adaptive thresholding algorithm (accuracy 99%) The overall performance Fb = 93% (first place had Fb = 93,3%)
27 27 Background removal Kaggle competition Problem: to develop an algorithm that automatically removes the photo studio background. This will allow to superimpose cars on a variety of backgrounds. Current results: 99,71% of Dice metric (overlap of Photoshop mask and generated by the algorithm)
28 28 Pedestrian Tracking Demo Watch:
29 29 Emotion Recognition Demo Connect Location and Emotions: In-store Service Improvement
30 30 Real-time in-store augmented reality Connect location and virtual data: New technologies like Google Tango, allow to create augmented reality, connecting location and virtual data. This may result in improved logistics solutions (shelf filling, position tracking) and marketing offerings. Recommender systems + video processing in real time
31 31 Epileptic seizure prediction and prevention Epilepsy is a group of neurological diseases, characterized by spontaneous seizures that can vary from brief and nearly undetectable to long periods of vigorous shaking. 33% of patients have uncontrollable seizures.
32 32 Alzheimer's disease and Mild-cognitive impairment detection Alzheimer s disease (AD) is a neurological malady of the humans brain leading to inevitable neuron death and loss of intellectual abilities, including reasoning and memory, which become serious enough to impede social or occupational functioning. Treatment of AD directly depends on the stage of disease at which it was diagnosed, and the earlier start of treatment can help to ease patients daily life in long-term perspective. MRI image analysis and classification. Brain tissue degradation at the very early stages of AD (when there are only minor symptoms). To start treatment earlier.
Digital Disruption Thrive or Survive. Devendra Dhawale, August 10, 2018
Digital Disruption Thrive or Survive Devendra Dhawale, August 10, 2018 To disrupt is to exist 72% of CEOs say that rather than waiting to be disrupted by competitors, their organization is actively disrupting
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 informationTHE 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& 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 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 informationEur Ing Dr. Lei Zhang Faculty of Engineering and Applied Science University of Regina Canada
Eur Ing Dr. Lei Zhang Faculty of Engineering and Applied Science University of Regina Canada The Second International Conference on Neuroscience and Cognitive Brain Information BRAININFO 2017, July 22,
More informationArtificial Intelligence & Manufacturing 4.0
Artificial Intelligence & Manufacturing 4.0 S Sadagopan, IIIT-Bangalore BFW R & D Dr. Kalam Center for Innovation IMTEX 2017 January 29, 2017 Bangalore Talk summary Artificial Intelligence over decades
More informationBRINGING DEEP LEARNING TO ENTERPRISE IMAGING CLINICAL PRACTICE
BRINGING DEEP LEARNING TO ENTERPRISE IMAGING CLINICAL PRACTICE Esteban Rubens Global Enterprise Imaging Principal Pure Storage @pureesteban AI IN HEALTHCARE What is Artificial Intelligence (AI)? How is
More informationECE 599/692 Deep Learning Lecture 19 Beyond BP and CNN
ECE 599/692 Deep Learning Lecture 19 Beyond BP and CNN Hairong Qi, Gonzalez Family Professor Electrical Engineering and Computer Science University of Tennessee, Knoxville http://www.eecs.utk.edu/faculty/qi
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 informationEleonora Escalante, MBA - MEng Strategic Corporate Advisory Services Creating Corporate Integral Value (CIV)
Eleonora Escalante, MBA - MEng Strategic Corporate Advisory Services Creating Corporate Integral Value (CIV) Leg 7. Trends in Competitive Advantage. 21 March 2018 Drawing Source: Edx, Delft University.
More informationIntroduction to Machine Learning
Introduction to Machine Learning Perceptron Barnabás Póczos Contents History of Artificial Neural Networks Definitions: Perceptron, Multi-Layer Perceptron Perceptron algorithm 2 Short History of Artificial
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 informationArtificial Neural Networks
Artificial Neural Networks ABSTRACT Just as life attempts to understand itself better by modeling it, and in the process create something new, so Neural computing is an attempt at modeling the workings
More informationDisclosure: Within the past 12 months, I have had no financial relationships with proprietary entities that produce health care goods and services.
Disclosure: Within the past 12 months, I have had no financial relationships with proprietary entities that produce health care goods and services. Artificial Intelligence (AI): definition John McCarthy,
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 informationBeyond 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 informationINTRODUCTION. a complex system, that using new information technologies (software & hardware) combined
COMPUTATIONAL INTELLIGENCE & APPLICATIONS INTRODUCTION What is an INTELLIGENT SYSTEM? a complex system, that using new information technologies (software & hardware) combined with communication technologies,
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 informationRemoving barriers from AI startups Machine Intelligence Garage
Removing barriers from AI startups Machine Intelligence Garage @Pete_Bloomfield Driving the UK Economy through digital innovation Our Centres London Brighton North East and Tees Valley Northern Ireland
More informationinteractive laboratory
interactive laboratory ABOUT US 360 The first in Kazakhstan, who started working with VR technologies Over 3 years of experience in the area of virtual reality Completed 7 large innovative projects 12
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 informationOur 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 informationThe 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 informationDemystifying 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 informationES 492: SCIENCE IN THE MOVIES
UNIVERSITY OF SOUTH ALABAMA ES 492: SCIENCE IN THE MOVIES LECTURE 5: ROBOTICS AND AI PRESENTER: HANNAH BECTON TODAY'S AGENDA 1. Robotics and Real-Time Systems 2. Reacting to the environment around them
More informationNavigating the AI Adoption Minefield Pitfalls, best practices, and developing your own AI roadmap April 11
Navigating the AI Adoption Minefield Pitfalls, best practices, and developing your own AI roadmap April 11 Presenter: Cosmin Laslau, Director of Research Products, Lux Research Agenda 1 2 3 Why you yes,
More informationCOMPUTATONAL INTELLIGENCE
COMPUTATONAL INTELLIGENCE October 2011 November 2011 Siegfried Nijssen partially based on slides by Uzay Kaymak Leiden Institute of Advanced Computer Science e-mail: snijssen@liacs.nl Katholieke Universiteit
More informationSUNG-UK PARK THE 4TH INDUSTRIAL REVOLUTION AND R&D POLICY
DOI: 10.20472/IAC.2017.33.056 SUNG-UK PARK KISTI, Korea, Republic of THE 4TH INDUSTRIAL REVOLUTION AND R&D POLICY Abstract: In this 4th Industrial Revolution, we are facing a range of new technologies
More informationKeywords: Immediate Response Syndrome, Artificial Intelligence (AI), robots, Social Networking Service (SNS) Introduction
Psychology Research, January 2018, Vol. 8, No. 1, 20-25 doi:10.17265/2159-5542/2018.01.003 D DAVID PUBLISHING The Relationship Between Immediate Response Syndrome and the Expectations Toward Artificial
More informationRoadmap for machine learning
Roadmap f machine learning Description and state of the art Definition Machine learning is a term that refers to a set of technologies that evolved from the study of pattern recognition and computational
More informationCenter for Ocean Solutions
Center for Ocean Solutions The Stanford Center for Ocean Solutions catalyzes research innovation and action to improve the health of the oceans for the people who depend on them most. Oceans are vital
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 informationTRUSTING THE MIND OF A MACHINE
TRUSTING THE MIND OF A MACHINE AUTHORS Chris DeBrusk, Partner Ege Gürdeniz, Principal Shriram Santhanam, Partner Til Schuermann, Partner INTRODUCTION If you can t explain it simply, you don t understand
More information*Please see course page for full description and additional details.
Course Title: Blockchain, Machine Learning, the Internet of Things, and More: Meet the New Technologies Shaping Our World Course Code: CS 02 Instructor: Saleem Mohamed Course Summary: If you live in Silicon
More informationAI & Machine Learning. By Jan Øye Lindroos
AI & Machine Learning By Jan Øye Lindroos About This Talk Brief introduction to AI: Definition and Characteristics Machine Learning: Types of ML, example algorithms Historical Overview: 1940-Present Present
More informationEmbedding Artificial Intelligence into Our Lives
Embedding Artificial Intelligence into Our Lives Michael Thompson, Synopsys D&R IP-SOC DAYS Santa Clara April 2018 1 Agenda Introduction What AI is and is Not Where AI is being used Rapid Advance of AI
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 informationTechnology Trends for Government
Technology Trends for Government Leaders @RajneshSingh rds@jugad.in Where we came from Module 4: ICT Trends for Government Leaders First edition: 2007/8 Revised: 2011 But ICT Trends are fast-evolving K
More informationOutline. What is AI? A brief history of AI State of the art
Introduction to AI Outline What is AI? A brief history of AI State of the art What is AI? AI is a branch of CS with connections to psychology, linguistics, economics, Goal make artificial systems solve
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 informationThe Three Laws of Artificial Intelligence
The Three Laws of Artificial Intelligence Dispelling Common Myths of AI We ve all heard about it and watched the scary movies. An artificial intelligence somehow develops spontaneously and ferociously
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 informationAI Application Processing Requirements
AI Application Processing Requirements 1 Low Medium High Sensor analysis Activity Recognition (motion sensors) Stress Analysis or Attention Analysis Audio & sound Speech Recognition Object detection Computer
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 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 informationEnhancing Shipboard Maintenance with Augmented Reality
Enhancing Shipboard Maintenance with Augmented Reality CACI Oxnard, CA Dennis Giannoni dgiannoni@caci.com (805) 288-6630 INFORMATION DEPLOYED. SOLUTIONS ADVANCED. MISSIONS ACCOMPLISHED. Agenda Virtual
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 informationDEEP 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 informationGPU ACCELERATED DEEP LEARNING WITH CUDNN
GPU ACCELERATED DEEP LEARNING WITH CUDNN Larry Brown Ph.D. March 2015 AGENDA 1 Introducing cudnn and GPUs 2 Deep Learning Context 3 cudnn V2 4 Using cudnn 2 Introducing cudnn and GPUs 3 HOW GPU ACCELERATION
More informationHow AI and wearables will take health to the next level - AI Med
How AI and wearables will take health to the next level By AIMed 22 By Nick Van Terheyden, MD Wearables are everywhere and like many technology terms the early entrants have become synonymous and part
More informationMultilayer scanning enhances sensitivity of artificial intelligence-aided Mycobacterium tuberculosis detection
Multilayer scanning enhances sensitivity of artificial intelligence-aided Mycobacterium tuberculosis detection Yan Xiong Peking University First Hospital, China. yanxiong1109@163.com Ao Hou ao_sure@foxmail.com
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 informationWhat Is And How Will Machine Learning Change Our Lives. Fair Use Agreement
What Is And How Will Machine Learning Change Our Lives Raymond Ptucha, Rochester Institute of Technology 2018 Engineering Symposium April 24, 2018, 9:45am Ptucha 18 1 Fair Use Agreement This agreement
More informationTransformation to Artificial Intelligence with MATLAB Roy Lurie, PhD Vice President of Engineering MATLAB Products
Transformation to Artificial Intelligence with MATLAB Roy Lurie, PhD Vice President of Engineering MATLAB Products 2018 The MathWorks, Inc. 1 A brief history of the automobile First Commercial Gas Car
More informationCreating a Poker Playing Program Using Evolutionary Computation
Creating a Poker Playing Program Using Evolutionary Computation Simon Olsen and Rob LeGrand, Ph.D. Abstract Artificial intelligence is a rapidly expanding technology. We are surrounded by technology that
More informationCreating Intelligence at the Edge
Creating Intelligence at the Edge Vladimir Stojanović E3S Retreat September 8, 2017 The growing importance of machine learning Page 2 Applications exploding in the cloud Huge interest to move to the edge
More informationMINE 432 Industrial Automation and Robotics
MINE 432 Industrial Automation and Robotics Part 3, Lecture 5 Overview of Artificial Neural Networks A. Farzanegan (Visiting Associate Professor) Fall 2014 Norman B. Keevil Institute of Mining Engineering
More informationIntroduction. Ioannis Rekleitis
Introduction Ioannis Rekleitis Why Image Processing? Who here has a camera? How many cameras do you have Point where computers fast/cheap Cameras become omnipresent Deep Learning CSCE 590: Introduction
More informationRandom Administrivia. In CMC 306 on Monday for LISP lab
Random Administrivia In CMC 306 on Monday for LISP lab Artificial Intelligence: Introduction What IS artificial intelligence? Examples of intelligent behavior: Definitions of AI There are as many definitions
More informationArtificial Intelligence in distribution
Artificial Intelligence in distribution (an oxymoron?) Sergi Mesquida etravel Lab Feb 2018 In situations where an accident is unavoidable, we expect a decision from the autonomous car. How artificial
More informationVoices from Industry
The biggest difference between human intelligence and animal or machine intelligence is cognitive intelligence. It comes from our mastery of language and how we express knowledge. Hu Yu, Executive President
More informationProposers 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 informationSemiconductors: A Strategic U.S. Advantage in the Global Artificial Intelligence Technology Race
Semiconductors: A Strategic U.S. Advantage in the Global Artificial Intelligence Technology Race Falan Yinug, Director, Industry Statistics & Economic Policy, Semiconductor Industry Association August
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 informationMSc(CompSc) List of courses offered in
Office of the MSc Programme in Computer Science Department of Computer Science The University of Hong Kong Pokfulam Road, Hong Kong. Tel: (+852) 3917 1828 Fax: (+852) 2547 4442 Email: msccs@cs.hku.hk (The
More informationInteligência 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 informationSMARTPHONE SENSOR BASED GESTURE RECOGNITION LIBRARY
SMARTPHONE SENSOR BASED GESTURE RECOGNITION LIBRARY Sidhesh Badrinarayan 1, Saurabh Abhale 2 1,2 Department of Information Technology, Pune Institute of Computer Technology, Pune, India ABSTRACT: Gestures
More informationAI powering Corporate Communications
AI powering Corporate Communications Media Analysis & Insights December 2018 HUMANS MEET AI Artificial intelligence (AI) is the ability of computers to understand certain aspects of the natural world,
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 informationArtificial Intelligence for Engineers. EE 562 Winter 2015
Artificial Intelligence for Engineers EE 562 Winter 2015 1 Administrative Details Instructor: Linda Shapiro, 634 CSE, shapiro@cs.washington.edu TA: ½ time Bilge Soran, bilge@cs.washington.edu Course Home
More informationAI Fairness 360. Kush R. Varshney
IBM Research AI AI Fairness 360 Kush R. Varshney krvarshn@us.ibm.com http://krvarshney.github.io @krvarshney http://aif360.mybluemix.net https://github.com/ibm/aif360 https://pypi.org/project/aif360 2018
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 informationGartner s Top 10 Strategic Technology Trends for 2018
Gartner s Top 10 Strategic Technology Trends for 2018 How do designers make cars safer? They treat them like a school of fish. Safe Swarm, recently unveiled by Honda, uses vehicle-to-vehicle communication
More informationExpectations for Intelligent Computing
Fujitsu Laboratories of America Technology Symposium 2015 Expectations for Intelligent Computing Tango Matsumoto CTO & CIO FUJITSU LIMITED Outline What s going on with AI in Fujitsu? Where can we apply
More informationArtificial intelligence, made simple. Written by: Dale Benton Produced by: Danielle Harris
Artificial intelligence, made simple Written by: Dale Benton Produced by: Danielle Harris THE ARTIFICIAL INTELLIGENCE MARKET IS SET TO EXPLODE AND NVIDIA, ALONG WITH THE TECHNOLOGY ECOSYSTEM INCLUDING
More informationSynergy Model of Artificial Intelligence and Augmented Reality in the Processes of Exploitation of Energy Systems
Journal of Energy and Power Engineering 10 (2016) 102-108 doi: 10.17265/1934-8975/2016.02.004 D DAVID PUBLISHING Synergy Model of Artificial Intelligence and Augmented Reality in the Processes of Exploitation
More informationArtificial Intelligence. What is AI?
2 Artificial Intelligence What is AI? Some Definitions of AI The scientific understanding of the mechanisms underlying thought and intelligent behavior and their embodiment in machines American Association
More informationArtificial Neural Networks. Artificial Intelligence Santa Clara, 2016
Artificial Neural Networks Artificial Intelligence Santa Clara, 2016 Simulate the functioning of the brain Can simulate actual neurons: Computational neuroscience Can introduce simplified neurons: Neural
More informationDeep Learning Overview
Deep Learning Overview Eliu Huerta Gravity Group gravity.ncsa.illinois.edu National Center for Supercomputing Applications Department of Astronomy University of Illinois at Urbana-Champaign Data Visualization
More informationBLUE BRAIN - The name of the world s first virtual brain. That means a machine that can function as human brain.
CONTENTS 1~ INTRODUCTION 2~ WHAT IS BLUE BRAIN 3~ WHAT IS VIRTUAL BRAIN 4~ FUNCTION OF NATURAL BRAIN 5~ BRAIN SIMULATION 6~ CURRENT RESEARCH WORK 7~ ADVANTAGES 8~ DISADVANTAGE 9~ HARDWARE AND SOFTWARE
More informationDC Motor Speed Control Using Machine Learning Algorithm
DC Motor Speed Control Using Machine Learning Algorithm Jeen Ann Abraham Department of Electronics and Communication. RKDF College of Engineering Bhopal, India. Sanjeev Shrivastava Department of Electronics
More informationVisualizing the future of field service
Visualizing the future of field service Wearables, drones, augmented reality, and other emerging technology Humans are predisposed to think about how amazing and different the future will be. Consider
More informationMission Space. Value-based use of augmented reality in support of critical contextual environments
Mission Space Value-based use of augmented reality in support of critical contextual environments Vicki A. Barbur Ph.D. Senior Vice President and Chief Technical Officer Concurrent Technologies Corporation
More informationApplication of Artificial Intelligence in Mechanical Engineering. Qi Huang
2nd International Conference on Computer Engineering, Information Science & Application Technology (ICCIA 2017) Application of Artificial Intelligence in Mechanical Engineering Qi Huang School of Electrical
More informationHow can boards tackle the Essential Eight and other emerging technologies?
How can boards tackle the Essential Eight and other emerging technologies? are transforming companies. What should your board know about them? Companies are looking at the next generation of digital technologies
More informationCMSC 372 Artificial Intelligence. Fall Administrivia
CMSC 372 Artificial Intelligence Fall 2017 Administrivia Instructor: Deepak Kumar Lectures: Mon& Wed 10:10a to 11:30a Labs: Fridays 10:10a to 11:30a Pre requisites: CMSC B206 or H106 and CMSC B231 or permission
More informationWritten Submission for the Pre-Budget Consultations in Advance of the 2019 Budget By: The Danish Life Sciences Forum
Written Submission for the Pre-Budget Consultations in Advance of the 2019 Budget By: The Danish Life Sciences Forum List of recommendations: Recommendation 1: That the government creates a Life Sciences
More informationData-Starved Artificial Intelligence
Data-Starved Artificial Intelligence Data-Starved Artificial Intelligence This material is based upon work supported by the Assistant Secretary of Defense for Research and Engineering under Air Force Contract
More informationTranser 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 informationClassroom 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 informationDepartment of Computer Science and Engineering The Chinese University of Hong Kong. Year Final Year Project
Digital Interactive Game Interface Table Apps for ipad Supervised by: Professor Michael R. Lyu Student: Ng Ka Hung (1009615714) Chan Hing Faat (1009618344) Year 2011 2012 Final Year Project Department
More information2017 Technology, Media and Telecommunications Predictions Middle East edition
2017 Technology, Media and Telecommunications Predictions Middle East edition Foreword Welcome to the 2017 edition of Deloitte s Predictions for the technology, media and telecommunications (TMT) sectors.
More informationArtificial Intelligence: An overview
Artificial Intelligence: An overview Thomas Trappenberg January 4, 2009 Based on the slides provided by Russell and Norvig, Chapter 1 & 2 What is AI? Systems that think like humans Systems that act like
More informationCS 730/830: Intro AI. Prof. Wheeler Ruml. TA Bence Cserna. Thinking inside the box. 5 handouts: course info, project info, schedule, slides, asst 1
CS 730/830: Intro AI Prof. Wheeler Ruml TA Bence Cserna Thinking inside the box. 5 handouts: course info, project info, schedule, slides, asst 1 Wheeler Ruml (UNH) Lecture 1, CS 730 1 / 23 My Definition
More informationNokia Technologies in 2016 Technology to move us forward.
Business overview Nokia Technologies in 2016 Technology to move us forward. Our advanced technology development and licensing business group, Nokia Technologies, was established with two main objectives:
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 informationINTRODUCTION TO DEEP LEARNING. Steve Tjoa June 2013
INTRODUCTION TO DEEP LEARNING Steve Tjoa kiemyang@gmail.com June 2013 Acknowledgements http://ufldl.stanford.edu/wiki/index.php/ UFLDL_Tutorial http://youtu.be/ayzoubkuf3m http://youtu.be/zmnoatzigik 2
More informationA Spatiotemporal Approach for Social Situation Recognition
A Spatiotemporal Approach for Social Situation Recognition Christian Meurisch, Tahir Hussain, Artur Gogel, Benedikt Schmidt, Immanuel Schweizer, Max Mühlhäuser Telecooperation Lab, TU Darmstadt MOTIVATION
More informationCOS 140: Foundations of Computer Science
COS 140: Foundations of C S What is C S? Fall 2017 Copyright c 2002 2017 UMaine School of Computing and Information S 1 / 16 What is C S? What do you think? A definition CS and programming Areas of CS
More information