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Smart Cities: Leveraging Technology
Dynamic Big Data Processing for Smart Cities:
A Necessity
Would like to thank the contributors as mentioned in the Reference / Credit
section for their direct / indirect contribution in making this presentation.
The presenter does not claim any ownership of the content / visuals /
illustrations wherever used as they belong to the respective companies /
contributors
Smart Cities: Leveraging Technology
References / Credits
• https://www-01.ibm.com/software/data/bigdata
• http://saphanatutorial.com/industry-4-0/
• https://open.sap.com/courses/iot2/overview
• https://www.idenhaus.com/part-ii-the-5-dimensions-of-data-quality/
• http://www.ibmbigdatahub.com/blog/big-data-wheels
• http://online.grace.edu/news/business/the-past-present-future-of-wearable-technology/
• http://www.forbes.com/sites/victorlipman/2014/09/22/71-of-16-24s-want-wearable-tech-why-dont-i-
even-want-to-wear-a-watch/#6bf8f5ba310d
• http://blog.nakono.com/8-uses-of-wearable-tech-that-will-blow-your-mind
• http://www.computerworld.com/article/2484219/emerging-technology/self-driving-cars-could-create-
1gb-of-data-a-second.html
• https://www.cbinsights.com/
• http://www.incois.gov.in/portal/index.jsp
• http://www.dell.com/learn/in/en/inbsd1/business~solutions~whitepapers~en/documents~value-of-
analytics-at-the-edge-final.pdf
• http://www.videonetics.com/
• http://ajeevi.com/
Smart Cities: Leveraging Technology
Schema
• Data Everyware
• Flop Story
• Complexity
• Illustrations
From Unstructured to Structured to Unstructured Again!
Smart Cities: Leveraging Technology
Smart Cities: Leveraging Technology
https://open.sap.com/courses/iot2/overview
Smart Cities: Leveraging Technology
Industry 4.0
Smart Cities: Leveraging Technology
From Gigaflops (109) to
Teraflops (1012) to
Petaflops (1015) to
Exaflops (1018)
Smart Cities: Leveraging Technology
Smart Cities: Leveraging Technology
What's making data so very complex?
• The number of disparate data sources
• The size of the data
Smart Cities: Leveraging Technology
Driving Complexity
• Bigger the data, more effort (cost) needed to query and store
• More data sources (data tables) more effort (cost) that is
needed to prepare the data for analysis.
• The data complexity matrix describes data from both of these
standpoints.
• Data may be Simple, Diversified, Big, or Complex.
Smart Cities: Leveraging Technology
Smart Cities: Leveraging Technology
Data
Structured
Databases
Data
Warehouses
Ent. Systems
Unstructured
Analog Data
GPS Tracking
Info
Audio /
Video
Semi-
Structured
XML
E-Mail
EDI
Smart Cities: Leveraging Technology
Dimensions of Data Quality
https://www.idenhaus.com/part-ii-the-5-dimensions-of-data-quality/
Smart Cities: Leveraging Technology
https://open.sap.com/courses/iot2/overview
Smart Cities: Leveraging Technology
Fusion of 3 different technologies
• Advanced Wearable Products
• Artificial Intelligence (AI) Platforms
• Big Data
From Data to Actionable Knowledge!
Smart Cities: Leveraging Technology
• 71% Of 16-To-24-Year-Olds Want 'Wearable Tech.‘
• According to GlobalWebIndex, 64% of global internet users have worn a piece of
wearable tech already or are "keen to do so in the future."
http://www.forbes.com/sites/victorlipman/2014/09/22/71-of-16-24s-want-
wearable-tech-why-dont-i-even-want-to-wear-a-watch/#7755b733310d
http://online.grace.edu/news/business/the-past-present-future-of-wearable-technology/
Smart Cities: Leveraging Technology
AI 100 : Jan 11, 2017
https://www.cbinsights.com/
Smart Cities: Leveraging Technology
Big Data Processing
The amount of data produced and communicated over the Internet
and the Web is around 20 quintillion (1018) bytes every day.
This data includes textual content (unstructured, semistructured,
and structured)
Introduction to multimedia content (images, video, and audio) on a
variety of platforms (enterprise, social media, and sensors).
www-01.ibm.com/software/data/bigdata
Smart Cities: Leveraging Technology
Smart Cities: Leveraging Technology
Smart Cities: Leveraging Technology
Content Content everywhere… No Contentment
Smart Cities: Leveraging Technology
User Generated Content
Smart Cities: Leveraging Technology
Intelligent Video Analytics – Solving a Big Problem
Smart Cities: Leveraging Technology
Smart Cars
Gartner reports that, by 2018, one in five cars on the road
will be “self-aware”: able to discern and share information
on their mechanical health, their global position and status
of their surroundings.
A system of sensors, vehicle-to-vehicle communications
and computing power will lead to intelligent cars that
interact with their owners.
http://www.ibmbigdatahub.com/blog/big-data-wheels
Smart Cities: Leveraging Technology
Smart Cities: Leveraging Technology
Smart Cities: Leveraging Technology
https://datafloq.com/read/big-data-healthcare-powerful-combination/276
Smart Cities: Leveraging Technology
MOOC
• Massive Open Online Course
• According to data collected by Class Central, the total number
of students who signed up for at least one course has
crossed 35 million—up from an estimated 17 million last year.
• “modern” MOOC movement started in late 2011—when the
first Stanford MOOCs took off!
https://www.edsurge.com/news/
Smart Cities: Leveraging Technology
Smart Cities: Leveraging Technology
Smart Cities: Leveraging Technology
Smart Cities: Leveraging Technology
http://www.dell.com/learn/in/en/inbsd1/business~solutions~whitepapers~en/documents~value-of-analytics-at-the-edge-
Smart Cities: Leveraging Technology
Speaker Name: Atul Bengeri
Email ID: atul.bengeri@dell.com

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Dynamic Big Data Processing for Smart Cities

  • 1. Smart Cities: Leveraging Technology Dynamic Big Data Processing for Smart Cities: A Necessity
  • 2. Would like to thank the contributors as mentioned in the Reference / Credit section for their direct / indirect contribution in making this presentation. The presenter does not claim any ownership of the content / visuals / illustrations wherever used as they belong to the respective companies / contributors Smart Cities: Leveraging Technology
  • 3. References / Credits • https://www-01.ibm.com/software/data/bigdata • http://saphanatutorial.com/industry-4-0/ • https://open.sap.com/courses/iot2/overview • https://www.idenhaus.com/part-ii-the-5-dimensions-of-data-quality/ • http://www.ibmbigdatahub.com/blog/big-data-wheels • http://online.grace.edu/news/business/the-past-present-future-of-wearable-technology/ • http://www.forbes.com/sites/victorlipman/2014/09/22/71-of-16-24s-want-wearable-tech-why-dont-i- even-want-to-wear-a-watch/#6bf8f5ba310d • http://blog.nakono.com/8-uses-of-wearable-tech-that-will-blow-your-mind • http://www.computerworld.com/article/2484219/emerging-technology/self-driving-cars-could-create- 1gb-of-data-a-second.html • https://www.cbinsights.com/ • http://www.incois.gov.in/portal/index.jsp • http://www.dell.com/learn/in/en/inbsd1/business~solutions~whitepapers~en/documents~value-of- analytics-at-the-edge-final.pdf • http://www.videonetics.com/ • http://ajeevi.com/ Smart Cities: Leveraging Technology
  • 4. Schema • Data Everyware • Flop Story • Complexity • Illustrations From Unstructured to Structured to Unstructured Again! Smart Cities: Leveraging Technology
  • 7. Industry 4.0 Smart Cities: Leveraging Technology
  • 8. From Gigaflops (109) to Teraflops (1012) to Petaflops (1015) to Exaflops (1018) Smart Cities: Leveraging Technology
  • 10. What's making data so very complex? • The number of disparate data sources • The size of the data Smart Cities: Leveraging Technology
  • 11. Driving Complexity • Bigger the data, more effort (cost) needed to query and store • More data sources (data tables) more effort (cost) that is needed to prepare the data for analysis. • The data complexity matrix describes data from both of these standpoints. • Data may be Simple, Diversified, Big, or Complex. Smart Cities: Leveraging Technology
  • 13. Data Structured Databases Data Warehouses Ent. Systems Unstructured Analog Data GPS Tracking Info Audio / Video Semi- Structured XML E-Mail EDI Smart Cities: Leveraging Technology
  • 14. Dimensions of Data Quality https://www.idenhaus.com/part-ii-the-5-dimensions-of-data-quality/ Smart Cities: Leveraging Technology
  • 16. Fusion of 3 different technologies • Advanced Wearable Products • Artificial Intelligence (AI) Platforms • Big Data From Data to Actionable Knowledge! Smart Cities: Leveraging Technology
  • 17. • 71% Of 16-To-24-Year-Olds Want 'Wearable Tech.‘ • According to GlobalWebIndex, 64% of global internet users have worn a piece of wearable tech already or are "keen to do so in the future." http://www.forbes.com/sites/victorlipman/2014/09/22/71-of-16-24s-want- wearable-tech-why-dont-i-even-want-to-wear-a-watch/#7755b733310d http://online.grace.edu/news/business/the-past-present-future-of-wearable-technology/ Smart Cities: Leveraging Technology
  • 18. AI 100 : Jan 11, 2017 https://www.cbinsights.com/ Smart Cities: Leveraging Technology
  • 19. Big Data Processing The amount of data produced and communicated over the Internet and the Web is around 20 quintillion (1018) bytes every day. This data includes textual content (unstructured, semistructured, and structured) Introduction to multimedia content (images, video, and audio) on a variety of platforms (enterprise, social media, and sensors). www-01.ibm.com/software/data/bigdata Smart Cities: Leveraging Technology
  • 22. Content Content everywhere… No Contentment Smart Cities: Leveraging Technology
  • 23. User Generated Content Smart Cities: Leveraging Technology
  • 24. Intelligent Video Analytics – Solving a Big Problem Smart Cities: Leveraging Technology
  • 25. Smart Cars Gartner reports that, by 2018, one in five cars on the road will be “self-aware”: able to discern and share information on their mechanical health, their global position and status of their surroundings. A system of sensors, vehicle-to-vehicle communications and computing power will lead to intelligent cars that interact with their owners. http://www.ibmbigdatahub.com/blog/big-data-wheels Smart Cities: Leveraging Technology
  • 29. MOOC • Massive Open Online Course • According to data collected by Class Central, the total number of students who signed up for at least one course has crossed 35 million—up from an estimated 17 million last year. • “modern” MOOC movement started in late 2011—when the first Stanford MOOCs took off! https://www.edsurge.com/news/ Smart Cities: Leveraging Technology
  • 34. Speaker Name: Atul Bengeri Email ID: atul.bengeri@dell.com