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Keynote Speech:
“From Information Science to
Data Science to Smart Nation”
Prof. Toh Chai Keong
Assistant Chief Executive (Engineering & Technology)
Infocomm Development Authority
of Singapore
Pg 1
 Welcome to Singapore!!
 From Info Science
 To Data Science
 Challenges facing us
 Smart Nation
 Conclusion
OUTLINE
 The science of creating, handling, and processing
information???
 Some say it is “application” focus rather than development
 Others say it is more tied to business, IT architectures and
operations
INFORMATION SCIENCE
 Course Structure
NUS INFO SCIENCE DEGREE
 Digital and New Media Marketing
 Mobile & Ubiquitous Commerce
 E-Commerce
 E-Business
 Enterprise Social Systems
 Technology Strategy & Management
 IT and Customer Relationship Management
 Mobile Apps Development
 Strategic IS Planning
 IT in Financial Services
SOME NUS INFO SCIENCE MODULES
SMU INFORMATION SYSTEMS
 Business Process Modeling & Solution Blueprinting
 Enterprise Integration & Service-Oriented Architectures
 Information Security & Trust
 Architectural Analysis
 Enterprise Web Solutions (web portals)
 Interaction Design & Prototyping
ADVANCED INFO SCIENCE TOPICS
NUS IS Research Areas SMU IS Research Areas
 IS Healthcare ■ Cybersecurity
 E-Commerce ■ Data Mgmt & Analytics
 Social Computing ■ IS Mgmt
 Service Integration ■ Intelligent Systems
 Info Mgmt ■ Cyber-Physical Systems
 Economics of IS
INFO SCIENCE RESEARCH AREAS
 The science of computation?
 If so, you would think of Alan Turner’s Turing Machine
 Or you may think of all the hardware and software
technologies behind the computer!!
COMPUTER SCIENCE
IBM 5100 1975
Ed Roberts’s Altair 1975
APPLE 1 1976
 WORLD WIDE WEB
 CLOUD
 BIG DATA
 IN-MEMORY COMPUTING
 DATABASES
 VIRTUALIZATION
 CLUSTERED COMPUTING
 INTERNET OF EVERYTHING
 GRID COMPUTING
 etc
WORLD TECH TRENDS
 More Devices Than Humans
SCARY TREND #1
Anyone
Everyone
Anything
Can
Generate
Data
 Data is the new nugget (not your money)
SCARY TREND #2
SCARY TREND #3
SCARY TREND #4
SCARY TREND #5
DATA EXPLOSION: INFORMATION
TSUNAMI
DATA EXPLOSION GRAPH
From 2010 onwards
 Birth = Computer (Computing) + Internet (Connectivity)
 Anyone can publish information (server and client)
 Data accessible anywhere everywhere
WWW: WORLD WIDE WEB
 Search yields “convergence” but not necessarily “intelligence”
 Based on what is out there……..
 It does not quite “reason” or even “verify”!
WEB NEEDS SEARCH ENGINES
WHAT ABOUT DATABASES, SERVERS,
NETWORKS, VIRTUALIZATION?
MORE
STORAGE
MORE
SERVERS
GREEN
SERVERSDIVERSE
NETWORKS
VMs
DATA CENTERS ARE BORN
 Data Storage
 Data Organization
 Data Access
 Data handling
 Data processing
 Data Filtering
 Modeling
 Reasoning
 Knowledge Creation
 Big Picture
 Insights
 DATA SCIENCE IS BORN !!!!!
WHAT TO DO WITH ALL THESE DATA?
Computing Internet
Web
Data
Analytics
BIRTH OF DATA SCIENCE:
Good it brings in multiple fields in computer and info sciences
 Computers
 Devices
 Internet
 IoE
 Web
 Data Explosion
 Data Understanding
 Data Reasoning
 Data Science..
WHAT FUELS THE BIRTH OF DATA
SCIENCE?
WHEN – DATA MINING
Make Sense?
Data + Junk
YOUR INNOVATION
HERE….
DATA MINING
 Data Mining:
 Task of discovering interesting patterns from big data..
 Data Warehousing:
 Data storage and memory
 Data Mining Tools:
 Microsoft SQL
 DBMiner
 Oracle Data Mining
DATA MINING & DATA WAREHOUSING
WHEN – KNOWLEDGE DISCOVERY
Knowledge = Understanding + Intelligence!!!
 See big picture
 Insights?
 Answer to why?
WHY ANALYTICS?
WHEN ANALYTICS?
U SELL IN MASSES, U NEED ANALYTICS
Customer Feedback
Size & Wants
 101001000
 BYTE
 PACKET
 MESSAGE
 INFO ELEMENT
 Text
 Audio
 Video
 Image
 Etc.
ANALYTICS: DATA IS A REPRESENTATION
 Text
 Audio
 Video
 Image
 Metadata
TYPES OF DATA & THEIR CHALLENGES
Social Data Sensor Data
SINGAPORE GOVERNMENT DATA
DATA.GOV.SG
 Narrative
 Can describe things down to each component
 Too little data – back to square 1
 Too much data – takes time to make sense
 Too too too much data – blurred…
 Giga bytes – 2^30 = 1000MBytes
 Tera bytes – 2^40 bytes
 Peta bytes – 2^50 bytes
 Exa bytes – 2^60 bytes
 Zetta Bytes – 2^70 Bytes
 Yotta Bytes – 1000ZB – Too Big to Imagine
THE IRONY OF BIG DATA
 When DATA is too big…
 When DATA is too small…
 When there is a lot of junk…
 When MODEL is not good enough…
 When Memory hits the limit….
 When Computation hits the limit….
CHALLENGES:
SIZE VS COMPUTATION
 I need a picture here
CHALLENGES: SPEED VS CONVERGENCE
VS SCALE VS ACCURACY
Technical
Challenges
Of
Big Data
Analytics
 I need a picture here
CHALLENGES: WASTING CPU CYCLES
ANALYZING JUNK?
Data
Without
Meaning
Is junk…
 Data privacy- anonymous (source and/or user unknown)
 Data protection – accessibility
 Data anomaly – odd, outlier, fake, alteration, etc….
CHALLENGES: DATA ANOMALY & DATA
PRIVACY
DATA ANALTYTICS PLATFORM
Spark: 40x faster than
Hadoop;
In-memory data storage
Shark: Ported Hive in
Spark..
ANALYTICS: PARALLELISM &
CONVERGENCE
 Learn from data, make predictions on data
MACHINE LEARNING
DATA VISUALIZATION
 Plenty of room for research and development….
ADVANCED ANALYTICS
“CONWAY” DEFINITION OF WHAT IS A
DATA SCIENTIST
DEMAND FOR DATA SCIENTIST SURGING
SHORTAGE OF TALENTS – IDA
CULTIVATING THEM
 Big data
 Cloud
 Cybersecurity
 Green ICT
 Future Comms
 Social Media
 New Digital Economy
 User Interface
 Internet of Things
 Data Science
 Leads to ………………………………………………SMART NATION
IDA INFOCOMM TECH ROADMAP
SN: Improving Quality Of Life of Singaporeans
Enjoyable user experience Making meaningful choices
SMART NATION EVOLUTION…. SPATIAL
DIMENSION
Quality of life/Biz Productivity
Meeting citizens’ needs
Unlimited Possibilities
Smart Nation
(Singapore)
Use of technology to create
innovative solutions for Future Smart
Home, Office & City
Smart City/Town
Anticipatory govt that is citizen
centric & co-ordinated govt service
delivery
Smart Home/Office/Buildings
- Unified smart home experiences
- Smart work solutions for greater
business opportunities
SMART NATION: KEY BUILDING BLOCKS
SMART NATION: DATA ANALYTICS
PLATFORM
COMPUTE
t
s
p
c
 Data Handling, Knowledge Building, Intelligence Creation
SMART NATION:
 AGEING POPULATION
 Elderly Living
 Health Care
 URBAN DENSITY
 Smart Transport
 Smart Living
SMART NATION ADDRESSES THESE
CHALLENGES..
 Healthcare Transformation
WHAT’S NEXT
• Personalized Medicine
• Preventive Illness
• Predictive Illness
• Implantables
• Wearables
• Smart Health
 Transport Transformation
WHAT’S NEXT
• Autonomous Self Driving Vehicles
• Multi-modal Transport
 Living Transformation
SMART NATION
Smart homes
- Energy mgmt
- Lighting ctl
- Temp ctl
- Noise ctl
- Mental State
Use of Sensors
Ambient Intelligence
Life style
 Business Transformation (BI)
WHAT’S NEXT
 Information Science should include Data Science
 Data Science can enhance the lives of Singaporeans
 Through Transformation in
 Transport,
 Living,
 Healthcare
 And others.
Together, we will
make this happen.
SMART NATION: CONCLUSION
SMART NATION PLATFORM

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From Information Science to Data Science

  • 1. Keynote Speech: “From Information Science to Data Science to Smart Nation” Prof. Toh Chai Keong Assistant Chief Executive (Engineering & Technology) Infocomm Development Authority of Singapore Pg 1
  • 2.  Welcome to Singapore!!  From Info Science  To Data Science  Challenges facing us  Smart Nation  Conclusion OUTLINE
  • 3.  The science of creating, handling, and processing information???  Some say it is “application” focus rather than development  Others say it is more tied to business, IT architectures and operations INFORMATION SCIENCE
  • 4.  Course Structure NUS INFO SCIENCE DEGREE
  • 5.  Digital and New Media Marketing  Mobile & Ubiquitous Commerce  E-Commerce  E-Business  Enterprise Social Systems  Technology Strategy & Management  IT and Customer Relationship Management  Mobile Apps Development  Strategic IS Planning  IT in Financial Services SOME NUS INFO SCIENCE MODULES
  • 7.  Business Process Modeling & Solution Blueprinting  Enterprise Integration & Service-Oriented Architectures  Information Security & Trust  Architectural Analysis  Enterprise Web Solutions (web portals)  Interaction Design & Prototyping ADVANCED INFO SCIENCE TOPICS
  • 8. NUS IS Research Areas SMU IS Research Areas  IS Healthcare ■ Cybersecurity  E-Commerce ■ Data Mgmt & Analytics  Social Computing ■ IS Mgmt  Service Integration ■ Intelligent Systems  Info Mgmt ■ Cyber-Physical Systems  Economics of IS INFO SCIENCE RESEARCH AREAS
  • 9.  The science of computation?  If so, you would think of Alan Turner’s Turing Machine  Or you may think of all the hardware and software technologies behind the computer!! COMPUTER SCIENCE IBM 5100 1975 Ed Roberts’s Altair 1975 APPLE 1 1976
  • 10.  WORLD WIDE WEB  CLOUD  BIG DATA  IN-MEMORY COMPUTING  DATABASES  VIRTUALIZATION  CLUSTERED COMPUTING  INTERNET OF EVERYTHING  GRID COMPUTING  etc WORLD TECH TRENDS
  • 11.  More Devices Than Humans SCARY TREND #1 Anyone Everyone Anything Can Generate Data
  • 12.  Data is the new nugget (not your money) SCARY TREND #2
  • 18.  Birth = Computer (Computing) + Internet (Connectivity)  Anyone can publish information (server and client)  Data accessible anywhere everywhere WWW: WORLD WIDE WEB
  • 19.  Search yields “convergence” but not necessarily “intelligence”  Based on what is out there……..  It does not quite “reason” or even “verify”! WEB NEEDS SEARCH ENGINES
  • 20. WHAT ABOUT DATABASES, SERVERS, NETWORKS, VIRTUALIZATION? MORE STORAGE MORE SERVERS GREEN SERVERSDIVERSE NETWORKS VMs
  • 22.  Data Storage  Data Organization  Data Access  Data handling  Data processing  Data Filtering  Modeling  Reasoning  Knowledge Creation  Big Picture  Insights  DATA SCIENCE IS BORN !!!!! WHAT TO DO WITH ALL THESE DATA? Computing Internet Web Data Analytics
  • 23. BIRTH OF DATA SCIENCE: Good it brings in multiple fields in computer and info sciences
  • 24.  Computers  Devices  Internet  IoE  Web  Data Explosion  Data Understanding  Data Reasoning  Data Science.. WHAT FUELS THE BIRTH OF DATA SCIENCE?
  • 25. WHEN – DATA MINING Make Sense? Data + Junk YOUR INNOVATION HERE….
  • 27.  Data Mining:  Task of discovering interesting patterns from big data..  Data Warehousing:  Data storage and memory  Data Mining Tools:  Microsoft SQL  DBMiner  Oracle Data Mining DATA MINING & DATA WAREHOUSING
  • 28. WHEN – KNOWLEDGE DISCOVERY Knowledge = Understanding + Intelligence!!!
  • 29.  See big picture  Insights?  Answer to why? WHY ANALYTICS?
  • 30. WHEN ANALYTICS? U SELL IN MASSES, U NEED ANALYTICS Customer Feedback Size & Wants
  • 31.  101001000  BYTE  PACKET  MESSAGE  INFO ELEMENT  Text  Audio  Video  Image  Etc. ANALYTICS: DATA IS A REPRESENTATION
  • 32.  Text  Audio  Video  Image  Metadata TYPES OF DATA & THEIR CHALLENGES Social Data Sensor Data
  • 34.  Narrative  Can describe things down to each component  Too little data – back to square 1  Too much data – takes time to make sense  Too too too much data – blurred…  Giga bytes – 2^30 = 1000MBytes  Tera bytes – 2^40 bytes  Peta bytes – 2^50 bytes  Exa bytes – 2^60 bytes  Zetta Bytes – 2^70 Bytes  Yotta Bytes – 1000ZB – Too Big to Imagine THE IRONY OF BIG DATA
  • 35.  When DATA is too big…  When DATA is too small…  When there is a lot of junk…  When MODEL is not good enough…  When Memory hits the limit….  When Computation hits the limit…. CHALLENGES: SIZE VS COMPUTATION
  • 36.  I need a picture here CHALLENGES: SPEED VS CONVERGENCE VS SCALE VS ACCURACY Technical Challenges Of Big Data Analytics
  • 37.  I need a picture here CHALLENGES: WASTING CPU CYCLES ANALYZING JUNK? Data Without Meaning Is junk…
  • 38.  Data privacy- anonymous (source and/or user unknown)  Data protection – accessibility  Data anomaly – odd, outlier, fake, alteration, etc…. CHALLENGES: DATA ANOMALY & DATA PRIVACY
  • 39. DATA ANALTYTICS PLATFORM Spark: 40x faster than Hadoop; In-memory data storage Shark: Ported Hive in Spark..
  • 41.  Learn from data, make predictions on data MACHINE LEARNING
  • 43.  Plenty of room for research and development…. ADVANCED ANALYTICS
  • 44. “CONWAY” DEFINITION OF WHAT IS A DATA SCIENTIST
  • 45. DEMAND FOR DATA SCIENTIST SURGING
  • 46. SHORTAGE OF TALENTS – IDA CULTIVATING THEM
  • 47.  Big data  Cloud  Cybersecurity  Green ICT  Future Comms  Social Media  New Digital Economy  User Interface  Internet of Things  Data Science  Leads to ………………………………………………SMART NATION IDA INFOCOMM TECH ROADMAP
  • 48. SN: Improving Quality Of Life of Singaporeans Enjoyable user experience Making meaningful choices
  • 49. SMART NATION EVOLUTION…. SPATIAL DIMENSION Quality of life/Biz Productivity Meeting citizens’ needs Unlimited Possibilities Smart Nation (Singapore) Use of technology to create innovative solutions for Future Smart Home, Office & City Smart City/Town Anticipatory govt that is citizen centric & co-ordinated govt service delivery Smart Home/Office/Buildings - Unified smart home experiences - Smart work solutions for greater business opportunities
  • 50. SMART NATION: KEY BUILDING BLOCKS
  • 51. SMART NATION: DATA ANALYTICS PLATFORM COMPUTE t s p c
  • 52.  Data Handling, Knowledge Building, Intelligence Creation SMART NATION:
  • 53.  AGEING POPULATION  Elderly Living  Health Care  URBAN DENSITY  Smart Transport  Smart Living SMART NATION ADDRESSES THESE CHALLENGES..
  • 54.  Healthcare Transformation WHAT’S NEXT • Personalized Medicine • Preventive Illness • Predictive Illness • Implantables • Wearables • Smart Health
  • 55.  Transport Transformation WHAT’S NEXT • Autonomous Self Driving Vehicles • Multi-modal Transport
  • 56.  Living Transformation SMART NATION Smart homes - Energy mgmt - Lighting ctl - Temp ctl - Noise ctl - Mental State Use of Sensors Ambient Intelligence Life style
  • 57.  Business Transformation (BI) WHAT’S NEXT
  • 58.  Information Science should include Data Science  Data Science can enhance the lives of Singaporeans  Through Transformation in  Transport,  Living,  Healthcare  And others. Together, we will make this happen. SMART NATION: CONCLUSION