Smart city can be understood as a city IT project. But City IT is quite different from office IT. This slide explains difference between City and Office IT and shows ways to build a smart city successfully based on experiences from Korea and Seoul in particular.
1. What is a Smart city?
2. Criteria for a Smart city.
3. Timeline of smart city project.
4. Smart city projects in India.
5. Smart city elements.
6. Special Purpose Vehicle (SPV)
Smart city simply means the use of information technology(IT) at the city level, which was first applied to the desk in 1980s and then expanded to the office or the home and the building in that order. Smart city enables citizen to make the right decision and act like an expert by moving intelligence from human to city structure. Smart city has four characteristics; self-orarnizing city, generative city, citizen-centric city, and realtime city. In order to succeed in building smart city, emphasis should be put on the city platform. Without a city-wide platform, it is impossible to combine data from different sources and to create smart services. This slide explains what is smart city, how to start smart city, and what benefits smart city will accompany.
The first question is what is meant by a ‘smart city’. The answer is, there is no universally accepted definition of a Smart City. It means different things to different people. The conceptualization of Smart City, therefore, varies from city to city and country to country, depending on the level of development, willingness to change and reform, resources and aspirations of the city residents. A Smart City would have a different connotation in India than, say, Europe. Even in India, there is no one way of defining a Smart City.
Smart City Features:
Quick accident relief: In case of accident or fault in a vehicle, people will get help in just one call. They will get help through CCTV too.
Smart Traffic system: On the lines of London’s Smart Traffic System, people will get the information regarding heavy traffic in advance. At present, Bangalore has this system.
Face Identification System to catch criminals: On the lines of Paris, the Smart City will have Face Identification System in place to catch criminals. The photos and DNA of criminals and suspects will be entered in computer and information will also be shared with other cities.
Smart city can be understood as a city IT project. But City IT is quite different from office IT. This slide explains difference between City and Office IT and shows ways to build a smart city successfully based on experiences from Korea and Seoul in particular.
1. What is a Smart city?
2. Criteria for a Smart city.
3. Timeline of smart city project.
4. Smart city projects in India.
5. Smart city elements.
6. Special Purpose Vehicle (SPV)
Smart city simply means the use of information technology(IT) at the city level, which was first applied to the desk in 1980s and then expanded to the office or the home and the building in that order. Smart city enables citizen to make the right decision and act like an expert by moving intelligence from human to city structure. Smart city has four characteristics; self-orarnizing city, generative city, citizen-centric city, and realtime city. In order to succeed in building smart city, emphasis should be put on the city platform. Without a city-wide platform, it is impossible to combine data from different sources and to create smart services. This slide explains what is smart city, how to start smart city, and what benefits smart city will accompany.
The first question is what is meant by a ‘smart city’. The answer is, there is no universally accepted definition of a Smart City. It means different things to different people. The conceptualization of Smart City, therefore, varies from city to city and country to country, depending on the level of development, willingness to change and reform, resources and aspirations of the city residents. A Smart City would have a different connotation in India than, say, Europe. Even in India, there is no one way of defining a Smart City.
Smart City Features:
Quick accident relief: In case of accident or fault in a vehicle, people will get help in just one call. They will get help through CCTV too.
Smart Traffic system: On the lines of London’s Smart Traffic System, people will get the information regarding heavy traffic in advance. At present, Bangalore has this system.
Face Identification System to catch criminals: On the lines of Paris, the Smart City will have Face Identification System in place to catch criminals. The photos and DNA of criminals and suspects will be entered in computer and information will also be shared with other cities.
Europe ‘s Smart budgeting mechanism creates immense opportunities for Smart City companies in the region. Moreover, government funding to entrepreneurs provides huge growth potential. Smart Cities Market Report Presentation Smart Buildings and Infrastructures, Energy Management, System Integration, Consulting Engagement, Market Research
This publication presents a compilation of extended abstracts of VTT’s recent research on smart cities. The global challenge is to reduce environmental impact and carbon footprint. At the same time societal development needs to be addressed and people well-being must be in focus. Pressure is growing to reduce our environmental impact and there is a parallel compelling need for business to stay globally competitive. Investment and expenditure needs for improving energy efficiency, modernizing infrastructure and creating high quality living environments are enormous. Smart sustainability as a dominating driver of technology development can also be seen in the R&D portfolio of VTT Technical Research Centre of Finland. A clear focus of our research for smart cities is sustainable city development, holistic energy systems, eco-efficient and intelligent buildings and districts as well as smart transport systems. In addition we focus on services, ICT and material technologies for improving smart city functions.
Elizabeth Kellar, president and CEO of the Center for State and Local Government and deputy executive director for ICMA, spoke on the topic of smart cities during the 2016 Global City Teams Challenge Tech Jam. These were the slides that accompanied her speech.
Day 1 Session 1: Barcelona @ Selangor Smart City Intl Conference 2016sitecmy
Barcelona @ Selangor Smart City International Conference 2016
Presentation by Elia Hernando Navarro (Director of Smart Urban Projects, mediaurban) at the Selangor Smart City International Conference 2016 on December 6th 2016.
Elia presented about Barcelona's challenges and solutions and how it has managed to improve the lives of its citizens by using Smarter technology.
Internet of things adoption is expanding at phenomenal phase. The concept of IOT is to embed sensors and transceivers into different devices which can then transmits data to each other and to cloud through Internet, building analytics to comprehend this data and use this understanding to find solution for everyday issues. New domains for IOT are being explored and one such is to use IOT in urbanization of cities. In the context has evolved the term Smart Cities. There are already cities like Amsterdam, Barcelona, Stockholm, New York which has implemented several aspects of Smart Cities and nations like Singapore and India are moving in that direction. It is expected by 2025 there will be 26 global smart cities. So what is a smart city
Smart city implication on future urban mobility and transportationSuvodip Das
My project Report on 'Smart City:Its impact on Future Urban Mobility and Transportation' briefs a brief description about Smart City and It also briefs about how the urban mobility and transportation will shape in Smart City.
The concept of smart engagement and the role of IoT in Smart City solutions - Robert Boguszewski, CTO at SoInteractive, a presentation at KrakYourNet 2015 in Cracow, Poland
Europe ‘s Smart budgeting mechanism creates immense opportunities for Smart City companies in the region. Moreover, government funding to entrepreneurs provides huge growth potential. Smart Cities Market Report Presentation Smart Buildings and Infrastructures, Energy Management, System Integration, Consulting Engagement, Market Research
This publication presents a compilation of extended abstracts of VTT’s recent research on smart cities. The global challenge is to reduce environmental impact and carbon footprint. At the same time societal development needs to be addressed and people well-being must be in focus. Pressure is growing to reduce our environmental impact and there is a parallel compelling need for business to stay globally competitive. Investment and expenditure needs for improving energy efficiency, modernizing infrastructure and creating high quality living environments are enormous. Smart sustainability as a dominating driver of technology development can also be seen in the R&D portfolio of VTT Technical Research Centre of Finland. A clear focus of our research for smart cities is sustainable city development, holistic energy systems, eco-efficient and intelligent buildings and districts as well as smart transport systems. In addition we focus on services, ICT and material technologies for improving smart city functions.
Elizabeth Kellar, president and CEO of the Center for State and Local Government and deputy executive director for ICMA, spoke on the topic of smart cities during the 2016 Global City Teams Challenge Tech Jam. These were the slides that accompanied her speech.
Day 1 Session 1: Barcelona @ Selangor Smart City Intl Conference 2016sitecmy
Barcelona @ Selangor Smart City International Conference 2016
Presentation by Elia Hernando Navarro (Director of Smart Urban Projects, mediaurban) at the Selangor Smart City International Conference 2016 on December 6th 2016.
Elia presented about Barcelona's challenges and solutions and how it has managed to improve the lives of its citizens by using Smarter technology.
Internet of things adoption is expanding at phenomenal phase. The concept of IOT is to embed sensors and transceivers into different devices which can then transmits data to each other and to cloud through Internet, building analytics to comprehend this data and use this understanding to find solution for everyday issues. New domains for IOT are being explored and one such is to use IOT in urbanization of cities. In the context has evolved the term Smart Cities. There are already cities like Amsterdam, Barcelona, Stockholm, New York which has implemented several aspects of Smart Cities and nations like Singapore and India are moving in that direction. It is expected by 2025 there will be 26 global smart cities. So what is a smart city
Smart city implication on future urban mobility and transportationSuvodip Das
My project Report on 'Smart City:Its impact on Future Urban Mobility and Transportation' briefs a brief description about Smart City and It also briefs about how the urban mobility and transportation will shape in Smart City.
The concept of smart engagement and the role of IoT in Smart City solutions - Robert Boguszewski, CTO at SoInteractive, a presentation at KrakYourNet 2015 in Cracow, Poland
Chapter 3 introduction to the smart city concept, AUST 2015Isam Shahrour
This lecture presents the concept of the smart city with particular focus on the use of the digital technology and collective governance. It also presents the data collection, analysis and use in the management of the City and the methodology to be followed for the implementation of the Smart City concept.
The Top 100 Cities Primed for Smart City InnovationCivicConnect
Identifying U.S. Urban Mobility Leaders For Innovation Opportunities; Cities are becoming smart. By investing in solutions that take advantage of the potential of big and open data to increase efficiency, cost savings, and opportunities for the public, cities are rapidly transforming into “smart cities.” But with over 90,000 local governments in the U.S., how do you know what cities will benefit the most from smart city initiatives? Here at CivicConnect we set out to answer that question, with a special focus on smart mobility. www.civicconnect.com
Smart Cities and the Value of Ecosystem ServicesSylvain Remy
Presented at the "Urban Planning. Strategy, and Real Estate Management" Round Table at the College of Engineering of Seoul National University on 29 April 2016
LAS16-305: Smart City Big Data Visualization on 96BoardsLinaro
LAS16-305: Smart City Big Data Visualization on 96Boards
Speakers: Naresh Bhat, Ganesh Raju
Date: September 28, 2016
★ Session Description ★
Cities are getting identified as smart cities based on what and how data are used to do predictive analytics. Smart City as a phrase can have a wide spectrum of meaning. But there are two key things (Data and Analytics) that ‘smart’ refers to in smart city. With IoT gaining so much market attention, brings in the power to drive the implementation. Data collection, Storage and Analytics provide so much potential. This talk will go over a sample use case scenario utilizing ODPi based Hadoop eco system and H20 visualizations for analytics.
★ Resources ★
Etherpad: pad.linaro.org/p/las16-305
Presentations & Videos: http://connect.linaro.org/resource/las16/las16-305/
★ Event Details ★
Linaro Connect Las Vegas 2016 – #LAS16
September 26-30, 2016
http://www.linaro.org
http://connect.linaro.org
This PowerPoint presentation is about Advantages and disadvantages of Mobile phones 2016
All animations and Transitions effects are included.
This will completely support for PowerPoint 2013
What is a Mobile phone?
History and Evolution of Mobile
Main Source Of Using Mobile Phone
Effects of Mobile Phone
Effect on nature
Tips for reducing potential harmful
effects of mobile phone radiation
References
Smart Cities and Big Data - Research Presentationannegalang
Research presentation on smart cities (sensor technology) and big data, presented in a graduate course I took on Transmedia Design and Digital Culture.
government of India has launched "Smart Cities Mission" on 25th June 2015.
This is a presentation explaining the guidelines and procedure for this mission.
This presentation, by big data guru Bernard Marr, outlines in simple terms what Big Data is and how it is used today. It covers the 5 V's of Big Data as well as a number of high value use cases.
Analyzing Role of Big Data and IoT in Smart CitiesIJAEMSJORNAL
Big data and Internet of Things (IoT) technologies have evolved and expanded tremendously and hence play a major role in building feasible initiatives for smart city development. IoT and big data form a perfect blend in bringing an interesting and novel challenge to attain futuristic smart cities. These new challenges mainly focus on business and technology related issues that help smart cities to formulate their principles, vision, & requirements of smart city applications. In this paper, the role of big data and IoT technologies with respect to smart cities is analyzed. The benefits that smart cities will have from big data and IoT are also discussed. Various challenges faced by smart cities in general related to big data and IoT have also been described here. Moreover, the future statistics of IoT and big data with respect to smart cities is also deliberated.
This presentation highlights the definition of IoT, various applications of IoT, the Role of IoT in building smart cities, and the challenges and opportunities of Implementing IoT for smart cities.
INTERNET OF THINGS - THE NEXT WAVE OF INNOVATIONRajat Maheshwari
IoT is the new wave of innovation.
IoT has the potential to enable extensions and enhancements to fundamental services in transportation, logistics, security, utilities, education, healthcare and other areas, while providing a new ecosystem for application development.
A concerted effort is required to move the industry beyond the early stages of market development towards maturity, driven by common understanding of the distinct nature of the opportunity.
Delivered Key Note Address in National Seminar on
"Digital India: Use of Technology For Transforming Society" organized at Gaya College, Gaya on 28th & 29th January, 2017.
Gaya college-gaya-28-29.01.2017-presentation
Paradigm Shift in
Computing Technology, ICT & its Applications: Technical, Social, Economic and Environmental Perspective
An Internet of Things blueprint for a smarter worldMarc Jadoul
Published October, 2015
This white paper discusses how to leverage machine-to-machine communications, big data analytics and the cloud to power a smarter world and monetize the Internet of Things.
Internet of Things (Iot) Based Smart Environment and its Applicationsijtsrd
In day to day world the internet of things is one of the emerging technologies. Through wired and wireless medium IOT connects various object which helps the human to interact with objects in both digital as well as physical world. Due to increase of population the services are very challenging for the providers. To overcome those challenges the IOT has developed with many applications. IOT contain the sensor which connects to Bluetooth, Wi-Fi, RFID and also it covers wide area with many technologies like GSM, 3G and GPRS. The IOT devices collect many useful information from various devices and flow the data between many devices. The flow of information can be done without human'“to-human or human'“to-computer interaction. Due to IOT the world will become smart so it is called as smart home, smart cities, smart building and also some applications. Many sectors are connected to RFID technologies like banking, agriculture, education, domestic appliances monitoring, Surveillances, government '“ e services, government '“ e services, traffic surveillance, meteorology and security and emergency. This devices also consist of heat, light, security system with less cost. The online capable devices figure was 31% in 2016. It increased up to 8.4 billion in 2017. The IOT devices will be increased more than 30 billion in the year of 2020. The value of IOT will reach nearly up to $7.1 trillion. In 2019 Enterprise internet of things (EIOT) devices increases up to 9.1 billion. In this paper IOT based smart environment is discussed with its issue. It is used for transport, vehicle parking, waste management, reduce traffic, increase the better communication with road side objects like hospital, school and also with other objects. Devi Kala Rathinam. D | Sherin. J | Santhiya Grace. A"Internet of Things (Iot) Based Smart Environment and its Applications" Published in International Journal of Trend in Scientific Research and Development (ijtsrd), ISSN: 2456-6470, Volume-2 | Issue-4 , June 2018, URL: http://www.ijtsrd.com/papers/ijtsrd15709.pdf http://www.ijtsrd.com/engineering/computer-engineering/15709/internet-of-things-iot-based-smart-environment-and-its-applications/devi-kala-rathinam-d
Cloud, Big Data, IoT, ML - together to build a real world use case!Krishna-Kumar
Open Source India Conference 2017 - Cloud Big Data IoT ML together to build a real world use case / solution. Comparative study of various software stacks included.
Smart City, Internet de las cosas al servicio de los ciudadanos - Jorge GuerraLab San Isidro
Presentación realizada por coordinador del Núcleo de Investigación e Innovación Tecnológica (NIIT) Robótica e Internet de las Cosas de la Facultad de Sistemas e Informática de la Universidad Nacional Mayor de San Marcos, en el marco de la Semana Nacional de la Ciencia, organizada por el Consejo Nacional de Ciencia y Tecnología - CONCYTEC.
This presentation covers some of the main aspects of the current smart city discussions: definitions, market drivers, analyses and trends as well as best practice examples of what the concept of smart city means in practice. It examines the importance of using data and software to improve and optimise infrastructure (including lighting) performance. It also gives an overview of barriers and obstacles to smart city deployment, and offer some resources and links for further reading.
Talk by David Gillingham, GE Lighting
Let's dive deeper into the world of ODC! Ricardo Alves (OutSystems) will join us to tell all about the new Data Fabric. After that, Sezen de Bruijn (OutSystems) will get into the details on how to best design a sturdy architecture within ODC.
Neuro-symbolic is not enough, we need neuro-*semantic*Frank van Harmelen
Neuro-symbolic (NeSy) AI is on the rise. However, simply machine learning on just any symbolic structure is not sufficient to really harvest the gains of NeSy. These will only be gained when the symbolic structures have an actual semantics. I give an operational definition of semantics as “predictable inference”.
All of this illustrated with link prediction over knowledge graphs, but the argument is general.
Software Delivery At the Speed of AI: Inflectra Invests In AI-Powered QualityInflectra
In this insightful webinar, Inflectra explores how artificial intelligence (AI) is transforming software development and testing. Discover how AI-powered tools are revolutionizing every stage of the software development lifecycle (SDLC), from design and prototyping to testing, deployment, and monitoring.
Learn about:
• The Future of Testing: How AI is shifting testing towards verification, analysis, and higher-level skills, while reducing repetitive tasks.
• Test Automation: How AI-powered test case generation, optimization, and self-healing tests are making testing more efficient and effective.
• Visual Testing: Explore the emerging capabilities of AI in visual testing and how it's set to revolutionize UI verification.
• Inflectra's AI Solutions: See demonstrations of Inflectra's cutting-edge AI tools like the ChatGPT plugin and Azure Open AI platform, designed to streamline your testing process.
Whether you're a developer, tester, or QA professional, this webinar will give you valuable insights into how AI is shaping the future of software delivery.
Epistemic Interaction - tuning interfaces to provide information for AI supportAlan Dix
Paper presented at SYNERGY workshop at AVI 2024, Genoa, Italy. 3rd June 2024
https://alandix.com/academic/papers/synergy2024-epistemic/
As machine learning integrates deeper into human-computer interactions, the concept of epistemic interaction emerges, aiming to refine these interactions to enhance system adaptability. This approach encourages minor, intentional adjustments in user behaviour to enrich the data available for system learning. This paper introduces epistemic interaction within the context of human-system communication, illustrating how deliberate interaction design can improve system understanding and adaptation. Through concrete examples, we demonstrate the potential of epistemic interaction to significantly advance human-computer interaction by leveraging intuitive human communication strategies to inform system design and functionality, offering a novel pathway for enriching user-system engagements.
PHP Frameworks: I want to break free (IPC Berlin 2024)Ralf Eggert
In this presentation, we examine the challenges and limitations of relying too heavily on PHP frameworks in web development. We discuss the history of PHP and its frameworks to understand how this dependence has evolved. The focus will be on providing concrete tips and strategies to reduce reliance on these frameworks, based on real-world examples and practical considerations. The goal is to equip developers with the skills and knowledge to create more flexible and future-proof web applications. We'll explore the importance of maintaining autonomy in a rapidly changing tech landscape and how to make informed decisions in PHP development.
This talk is aimed at encouraging a more independent approach to using PHP frameworks, moving towards a more flexible and future-proof approach to PHP development.
Search and Society: Reimagining Information Access for Radical FuturesBhaskar Mitra
The field of Information retrieval (IR) is currently undergoing a transformative shift, at least partly due to the emerging applications of generative AI to information access. In this talk, we will deliberate on the sociotechnical implications of generative AI for information access. We will argue that there is both a critical necessity and an exciting opportunity for the IR community to re-center our research agendas on societal needs while dismantling the artificial separation between the work on fairness, accountability, transparency, and ethics in IR and the rest of IR research. Instead of adopting a reactionary strategy of trying to mitigate potential social harms from emerging technologies, the community should aim to proactively set the research agenda for the kinds of systems we should build inspired by diverse explicitly stated sociotechnical imaginaries. The sociotechnical imaginaries that underpin the design and development of information access technologies needs to be explicitly articulated, and we need to develop theories of change in context of these diverse perspectives. Our guiding future imaginaries must be informed by other academic fields, such as democratic theory and critical theory, and should be co-developed with social science scholars, legal scholars, civil rights and social justice activists, and artists, among others.
GraphRAG is All You need? LLM & Knowledge GraphGuy Korland
Guy Korland, CEO and Co-founder of FalkorDB, will review two articles on the integration of language models with knowledge graphs.
1. Unifying Large Language Models and Knowledge Graphs: A Roadmap.
https://arxiv.org/abs/2306.08302
2. Microsoft Research's GraphRAG paper and a review paper on various uses of knowledge graphs:
https://www.microsoft.com/en-us/research/blog/graphrag-unlocking-llm-discovery-on-narrative-private-data/
Transcript: Selling digital books in 2024: Insights from industry leaders - T...BookNet Canada
The publishing industry has been selling digital audiobooks and ebooks for over a decade and has found its groove. What’s changed? What has stayed the same? Where do we go from here? Join a group of leading sales peers from across the industry for a conversation about the lessons learned since the popularization of digital books, best practices, digital book supply chain management, and more.
Link to video recording: https://bnctechforum.ca/sessions/selling-digital-books-in-2024-insights-from-industry-leaders/
Presented by BookNet Canada on May 28, 2024, with support from the Department of Canadian Heritage.
"Impact of front-end architecture on development cost", Viktor TurskyiFwdays
I have heard many times that architecture is not important for the front-end. Also, many times I have seen how developers implement features on the front-end just following the standard rules for a framework and think that this is enough to successfully launch the project, and then the project fails. How to prevent this and what approach to choose? I have launched dozens of complex projects and during the talk we will analyze which approaches have worked for me and which have not.
JMeter webinar - integration with InfluxDB and GrafanaRTTS
Watch this recorded webinar about real-time monitoring of application performance. See how to integrate Apache JMeter, the open-source leader in performance testing, with InfluxDB, the open-source time-series database, and Grafana, the open-source analytics and visualization application.
In this webinar, we will review the benefits of leveraging InfluxDB and Grafana when executing load tests and demonstrate how these tools are used to visualize performance metrics.
Length: 30 minutes
Session Overview
-------------------------------------------
During this webinar, we will cover the following topics while demonstrating the integrations of JMeter, InfluxDB and Grafana:
- What out-of-the-box solutions are available for real-time monitoring JMeter tests?
- What are the benefits of integrating InfluxDB and Grafana into the load testing stack?
- Which features are provided by Grafana?
- Demonstration of InfluxDB and Grafana using a practice web application
To view the webinar recording, go to:
https://www.rttsweb.com/jmeter-integration-webinar
Accelerate your Kubernetes clusters with Varnish CachingThijs Feryn
A presentation about the usage and availability of Varnish on Kubernetes. This talk explores the capabilities of Varnish caching and shows how to use the Varnish Helm chart to deploy it to Kubernetes.
This presentation was delivered at K8SUG Singapore. See https://feryn.eu/presentations/accelerate-your-kubernetes-clusters-with-varnish-caching-k8sug-singapore-28-2024 for more details.
Dev Dives: Train smarter, not harder – active learning and UiPath LLMs for do...UiPathCommunity
💥 Speed, accuracy, and scaling – discover the superpowers of GenAI in action with UiPath Document Understanding and Communications Mining™:
See how to accelerate model training and optimize model performance with active learning
Learn about the latest enhancements to out-of-the-box document processing – with little to no training required
Get an exclusive demo of the new family of UiPath LLMs – GenAI models specialized for processing different types of documents and messages
This is a hands-on session specifically designed for automation developers and AI enthusiasts seeking to enhance their knowledge in leveraging the latest intelligent document processing capabilities offered by UiPath.
Speakers:
👨🏫 Andras Palfi, Senior Product Manager, UiPath
👩🏫 Lenka Dulovicova, Product Program Manager, UiPath
Dev Dives: Train smarter, not harder – active learning and UiPath LLMs for do...
Smart city
1. SMART CITIES
Guided By :-
Prof. S.P DUDHE
Presented By :-
ANKITKUMAR . J. SINGH
(135147)
Presentation
on
Government Polytechnic,Nashik
Department of Information Technology
2. We will clear following point
● What is Smart City ?
● Why ? (We need it)
● When ? (History and Future of Smart City)
● How ? (Enabling Technologies)
● Where ? (Applications)
4. Smart city
A Combination of many Vertical Solutions
Smart Education
Smart Energy
Smart
Healthcare
Smart
Transpor-
tation
Smart IT and
Communications
5. Need of Smart cities
Challenges Cities Face Today :-
➢ Growing population
➢ Traffic congestion
➢ Space – homes and public space
➢ Resource management (water and energy use)
➢ Global warming (carbon emissions)
6. Smart I.T And Communication
1) Big data
2) Internet of Things (IoT)
3) Mobile apps
4) Location-based services
5) Sensors
6) E-Governance
7)Data security and management
8) Mobile marketing
7. Big Data
➢ Big data is the realization
of greater business
intelligence by storing,
processing, and analyzing
data that was previously
ignored due to the
limitations of traditional
data management
technologies.
9. ➢ Relational Data
(Tables/Transaction/Legacy Data)
➢ Text Data (Web)
➢ Semi-structured Data (XML)
➢ Graph Data
Social Network, Semantic Web
(RDF)
➢ Streaming Data
You can only scan the data once
Types of Data
11. ➢ Aggregation and Statistics
Data warehouse
➢ Indexing, Searching, and
Querying
Keyword based search
Pattern matching
➢ Knowledge discovery
Data Mining
Statistical Modeling
What to do with these Data ?
12. How is Big Data actually used ?
Better understand and target customers:
Improving Security and Law Enforcement:
13. Application For Big Data Analytics
Homeland
Security
Finance
Smarter
Healthcare
Multi-channel
sales
Telecom
Traffic Control
Trading
AnalyticsManufacturing
14. Future of Big data ?
➢ $15 billion on software firms only specializing in data
management and analytics.
➢ This industry on its own is worth more than $100 billion.
➢ In February 2012, Wikibon released the first market
forecast for Big Data , listing $5.1B revenue in 2012
with growth to $53.4B in 2017.
➢ India will require a minimum of 1 lakh data scientists in
couple of years.
15. Sensor’s Network
1) Sensor :-
2) Actuator:
3) Integration with ICT
SensorsActuators
M2M Multi Services
Gateway
Meters
18. ● Internet appears everywhere in the world
● But it is still a connection between people and people.
● IoT connects all things, so it is called “the Internet of Things”
What is IoT ?
19. Biosensor taken by people
Equipment in public
place
House
Regional Office
Virtual EnvironmentTransportation Vehicle
Network
Application Of IoT
20. 1)Traffic Congestion:
2)Smart lighting:
3)Waste management:
4)Smart roads:
5)Smart parking
6)Structural Health:
7)Smartphone detection:
8)Electromagnetic field levels:
City Application – At a Glance