Big Data - Yesterday, Today and Tomorrow by John Mashey, TechviserAngela Hey
A history of Big Data by Dr John Mashey. It discusses 1890 census data, IBM mainframes, DEC minicomputer clusters, Silicon Graphics (SGI) applications and a history of Open Source computing.
SC2 Workshop 1: Big Data Europe (BDE) - Project Overview & Food WorkshopBigData_Europe
“Lightning talk” in the Big Data Europe (BDE) workshop on “Big data for food, agriculture and forestry: opportunities and challenges” taking place on 22.9.2015 in Paris by Sören Auer (Fraunhofer IAIS, University of Bonn) - BDE project lead.
From historical mapping to mobile 3D augmented reality, this presentation takes a look at data management developments relevant to the Environment industry.
EDF2014: BIG - NESSI Networking Session: Edward Curry, National University of...European Data Forum
BIG - NESSI Networking Session, Talk by Edward Curry, National University of Ireland Galway at the European Data Forum 2014, 20 March 2014 in Athens, Greece: The Big Data Value Chain.
Big Data - Yesterday, Today and Tomorrow by John Mashey, TechviserAngela Hey
A history of Big Data by Dr John Mashey. It discusses 1890 census data, IBM mainframes, DEC minicomputer clusters, Silicon Graphics (SGI) applications and a history of Open Source computing.
SC2 Workshop 1: Big Data Europe (BDE) - Project Overview & Food WorkshopBigData_Europe
“Lightning talk” in the Big Data Europe (BDE) workshop on “Big data for food, agriculture and forestry: opportunities and challenges” taking place on 22.9.2015 in Paris by Sören Auer (Fraunhofer IAIS, University of Bonn) - BDE project lead.
From historical mapping to mobile 3D augmented reality, this presentation takes a look at data management developments relevant to the Environment industry.
EDF2014: BIG - NESSI Networking Session: Edward Curry, National University of...European Data Forum
BIG - NESSI Networking Session, Talk by Edward Curry, National University of Ireland Galway at the European Data Forum 2014, 20 March 2014 in Athens, Greece: The Big Data Value Chain.
An overview of all the ICT technologies involved in the development of solutions to adopt the Smart City concept, considering the whole value chain from data acquisition to the visualization of these data. Finally there is a short introduction to the IoT
The impact of Big Data developments on Intellectual Property. First, what about patents? Second, a short overview of other IP rights and ownership of data in an age of Big Data.
SC6 Workshop 1: What can big data do for you? BigData_Europe
Presentation by Sören Auer, Fraunhofer IAIS, Coordinator of Big Data Europe, at the first workshop of Societal Challlenge 6 in the BigDataEurope project, taking place in Luxembourg on 18 November 2015.
http://www.big-data-europe.eu/social-sciences/
Many believe Big Data is a brand new phenomenon. It isn't, it is part of an evolution that reaches far back history. Here are some of the key milestones in this development.
An overview of all the ICT technologies involved in the development of solutions to adopt the Smart City concept, considering the whole value chain from data acquisition to the visualization of these data. Finally there is a short introduction to the IoT
The impact of Big Data developments on Intellectual Property. First, what about patents? Second, a short overview of other IP rights and ownership of data in an age of Big Data.
SC6 Workshop 1: What can big data do for you? BigData_Europe
Presentation by Sören Auer, Fraunhofer IAIS, Coordinator of Big Data Europe, at the first workshop of Societal Challlenge 6 in the BigDataEurope project, taking place in Luxembourg on 18 November 2015.
http://www.big-data-europe.eu/social-sciences/
Many believe Big Data is a brand new phenomenon. It isn't, it is part of an evolution that reaches far back history. Here are some of the key milestones in this development.
digitalconsult ; ioT agency, Paris France
IoT Assessments & Technology Reviews
Product & ioT Design
Data Science & Algorithms
Web & Mobile Software
Creative Design for UX/UI
Cas d'utilisation de la flexibilité - Annabelle JacquetNRB
Annabelle Jacquet présente la flexibilité électrique ou la capacité pour un utilisateur de moduler sa production et/ou sa consommation. Aujourd’hui, les opérateurs de flexibilité, tels que Lampiris, disposent d’outils qui permettent de répondre aux différents enjeux et challenges des utilisateurs. Plusieurs cas pratiques illustrent la mise en place de cette flexibilité.
From @awtbe to @digitalwallonia. Setting up a digital strategy for WalloniaAgence du Numérique (AdN)
From @awtbe to @digitalwallonia. Setting up a digital strategy for Wallonia. Presentation by Lisa Lombardi, Agence du Numérique at the Social Media Summit (June 2016).
La ville de Ottignies-Louvain-La-Neuve, a entamé la démarche «Smart » de ses 114 bâtiments publics. Tanguy Boucquey, le responsable énergétique de la ville nous expose comment sur base du cadastre énergétique, la ville a prioritisé ses investissements et a mis en place un plan d’actions avec un tiers-investisseur en vue de réduire le coût énergétique de la ville.
ARIS User Group: NRB brings your business to the next levelNRB
In this short presentation, we identified the challenges and the opportunities that every single business is facing today. NRB makes IT drive your business into the Digital Era. Our verticalized portfolio focuses on the right solutions to help your business grow and reach the next level.
Mainframe Day 2016 - Wrap up of the day - Henri ArnoldNRB
Henri Arnold : Wrap up of the day
Henri Arnold, responsible for NRB’s Mainframe activities, made a wrap up of the NRB Mainframe day.2016. He identified four pillars in the presentations: IBM’s new mainframe, the z13 as a major upgrade in terms of performance, security, and its capability to play a key role in the new digital challenges such as cloud, analytics, mobile, IoT and social. We zoomed in on the perfect marriage between Big data practices and top technical performances of a mainframe environment. He explained why the z13 can be described as the encrypting monster. And last but not least he illustrated how new models such as DevOps can fit into a Mainframe set up.
ERP4HC is an integrated ERP Suite which enables hospitals to gain in efficiency and effectiveness. Discover how this solution can help your hospital enter into the Digital Patient Era.
SAP Implementation in CHR and CHU Hospitals (Liège)NRB
In this presentation, Mr. Degotte, Chief Financial Officer at CHR Citadelle, tackles the various dimensions you need to take into account while implementing SAP within an healthcare environment. Discover how both aforementioned hospitals got the best out of SAP thanks to Xperthis.
Des données et puis quoi ? Loic Bar & Olivier Lefevre NRB
Loic Bar et Olivier Lefèvre récapitulent les enjeux, les opportunités mais aussi les challenges auxquels la ville d’aujourd’hui et de demain sera confronté. La clef de réussite de la transformation Smart City réside dans la capacité à capitaliser sur le volume et la diversité des données en constante croissance. Cette réussite est possible grâce à des acteurs impliqués et spécialisés réunis dans un écosystème!
Les nouvelles technologies telles que l’IoT créent une croissance exponentielle de volume de données. Pour exploiter la valeur de ces données il est crucial de créer une plateforme qui permet leurs échanges, leurs analyses et l’utilisation des résultats pour optimaliser et créer de nouveaux business et de nouveaux services. Olivier Lefèvre illustre ce contexte par quelques cas concrets.
How to drive digital with the lights on? What does S/4HANA mean in terms of Business Suite? How Fiorization will help you concrretize your business vision? Those are only three of the many questions tackled in this present given by Johan Mine from SAP Belgium.
S/4HANA brings a lot of simplifications and innovations: discover our unique selling points and why you should chose our our one-stop-shop-platform for SAP.
This work is about how both private enterprise and government wish to improve their data value and how they deal with this issue. The talk summarizes the way of thinking about Big Data, Open Data and their use by organizations or individuals. Big Data is explained from collecting, storing, analyzing and put in value. This data is collected from numerous sources including sensor networks, government data holdings, company market databases, and public profiles on social networking sites. Organizations use many data analytical techniques to study both structured and unstructured data. Due to the volume, velocity and variety of data, some specific techniques have been developed. MapReduce, Hadoop and other related as RHadoop are trending topic nowadays.
Data which come from government must be open. Every day more and more cities and countries are opening their data. Open Data is then presented as a specific case of public data with a special role in Smartcity. The main goal of Big and Open Data in Smartcity is to develop systems which can be useful for citizens. In this sense RMap (Mapa de Recursos) is shown as an Open Data application, an open system for Madrid City Council, avalaible for smarthphones and totally developed by the researching group G-TeC (www.tecnologiaUCM.es).
Enabling the physical world to the Internet and potential benefits for agricu...Andreas Kamilaris
The Internet of Things (IoT) allows physical devices that live inside smart homes, offices, roads, electricity networks and city infrastructures to seamlessly communicate through the Internet while the forthcoming Web of Things (WoT) ensures interoperability at the application level through standardized Web technologies and protocols. In this presentation, we explain the concepts of the IoT and the WoT and their potential through various applications in the aforementioned domains. Then, we examine how the IoT/WoT can be used in the agri-food industry in order to enable novel smart farming technologies and applications,considering the recent technological opportunities for big data analysis.
BIMCV, Banco de Imagen Medica de la Comunidad Valenciana. María de la IglesiaMaria de la Iglesia
Según Hal Varian (experto en microeconomía y economía de la información y, desde el año 2002, Chief Economist de Google) “En los próximos años, el trabajo más atractivo será el de los estadísticos: La capacidad de recoger datos, comprenderlos, procesarlos, extraer su valor, visualizarlos, comunicarlos serán todas habilidades importantes en las próximas décadas. Ahora disponemos de datos gratuitos y omnipresentes. Lo que aún falta es la capacidad de comprender estos datos“.
A l'occasion de l'eGov Innovation Day 2014 - DONNÉES DE L’ADMINISTRATION, UNE MINE (qui) D’OR(t) - Philippe Cudré-Mauroux présente Big Data et eGovernment.
DevOps for Data Engineers - Automate Your Data Science Pipeline with Ansible,...Mihai Criveti
Automate your Data Science pipeline with Ansible, Python and Kubernetes - ODSC Talk
What is Data Science and the Data Science Landscape
Process and Flow
Understanding Data
The Data Science Toolkit
The Big Data Challenge
Cloud Computing Solutions
The rise of DevOps in Data Science
Automate your data pipeline with Ansible
Introduction to Cloud computing and Big Data-HadoopNagarjuna D.N
Cloud Computing Evolution
Why Cloud Computing needed?
Cloud Computing Models
Cloud Solutions
Cloud Jobs opportunities
Criteria for Big Data
Big Data challenges
Technologies to process Big Data- Hadoop
Hadoop History and Architecture
Hadoop Eco-System
Hadoop Real-time Use cases
Hadoop Job opportunities
Hadoop and SAP HANA integration
Summary
Data Science at Scale - The DevOps ApproachMihai Criveti
DevOps Practices for Data Scientists and Engineers
1 Data Science Landscape
2 Process and Flow
3 The Data
4 Data Science Toolkit
5 Cloud Computing Solutions
6 The rise of DevOps
7 Reusable Assets and Practices
8 Skills Development
Slides used for the keynote at the even Big Data & Data Science http://eventos.citius.usc.es/bigdata/
Some slides are borrowed from random hadoop/big data presentations
Smarter Cities pillars: Internet of Things, Web of Data, Crowdsourcing
Interdependence analysis: Society ageing and Societal urbanisation
Enablement of Smarter Inclusive Cities
Europe needs a clear strategy for leveraging Big Data
Economy in Europe. Our objectives are work at technical, business and policy levels, shaping the future through the positioning of Big Data in Horizon 2020. Bringing the necessary stakeholders into a sustainable industry-led initiative, which will greatly contribute to enhance the EU competitiveness taking full advantage of Big Data technologies.
BIG DATA
Prepared By
Muhammad Abrar Uddin
Introduction
· Big Data may well be the Next Big Thing in the IT world.
· Big data burst upon the scene in the first decade of the 21st century.
· The first organizations to embrace it were online and startup firms. Firms like Google, eBay, LinkedIn, and Facebook were built around big data from the beginning.
· Like many new information technologies, big data can bring about dramatic cost reductions, substantial improvements in the time required to perform a computing task, or new product and service offerings.
What is BIG DATA?
· ‘Big Data’ is similar to ‘small data’, but bigger in
size
· but having data bigger it requires different approaches:
– Techniques, tools and architecture
· an aim to solve new problems or old problems in a better way
· Big Data generates value from the storage and processing of very large quantities of digital information that cannot be analyzed with traditional computing techniques.
What is BIG DATA
· Walmart handles more than 1 million customer transactions every hour.
· Facebook handles 40 billion photos from its user base.
· Decoding the human genome originally took 10years to process; now it can be achieved in one week.
Three Characteristics of Big Data V3s
(
Volume
Data
quantity
) (
Velocity
Data
Speed
) (
Variety
Data
Types
)
1st Character of Big Data
Volume
· A typical PC might have had 10 gigabytes of storage in 2000.
· Today, Facebook ingests 500 terabytes of new data every day.
· Boeing 737 will generate 240 terabytes of flight data during a single
flight across the US.
· The smart phones, the data they create and consume; sensors embedded into everyday objects will soon result in billions of new, constantly-updated data feeds containing environmental, location, and other information, including video.
2nd Character of Big Data
Velocity
· Clickstreams and ad impressions capture user behavior at millions of events per second
· high-frequency stock trading algorithms reflect market changes within microseconds
· machine to machine processes exchange data between billions of devices
· infrastructure and sensors generate massive log data in real- time
· on-line gaming systems support millions of concurrent users, each producing multiple inputs per second.
3rd Character of Big Data
Variety
· Big Data isn't just numbers, dates, and strings. Big Data is also geospatial data, 3D data, audio and video, and unstructured text, including log files and social media.
· Traditional database systems were designed to address smaller volumes of structured data, fewer updates or a predictable, consistent data structure.
· Big Data analysis includes different types of data
Storing Big Data
· Analyzing your data characteristics
· Selecting data sources for analysis
· Eliminating redundant data
· Establishing the role of NoSQL
· Overview of Big Data stores
· Data models: key value, graph, document, column-family
· Hadoop Distributed File System
· H.
Similar to Fortune Time Institute: Big Data - Challenges for Smartcity (20)
In this seminar I introduce part of my work as a member of Social Big Data Consortium within GRASIA research group at Universidad Complutense de Madrid (2018)
BIG DATA EN CIENCIAS DE LA SALUD Y CIENCIAS SOCIALESVictoria López
I Jornada Big Data UCM: Se presenta nuestro grupo de investigación y dos proyectos en desarrollo: Bip4Cast (prevención de crisis en enfermos de bipolarida) y WAP Madrid (prevención de obesidad y colesterol mediante una red social deportiva)
Curso Big Data. Control de semáforos en la Smartcity by Ana Laura Rodríguez y...Victoria López
Sistema para reducir los tiempos de traslado para que los servicios de emergencia lleguen a su destino con mayor rapidez y evitar perdidas humanas en caso de siniestro.
LA HUG - Video Testimonials with Chynna Morgan - June 2024Lital Barkan
Have you ever heard that user-generated content or video testimonials can take your brand to the next level? We will explore how you can effectively use video testimonials to leverage and boost your sales, content strategy, and increase your CRM data.🤯
We will dig deeper into:
1. How to capture video testimonials that convert from your audience 🎥
2. How to leverage your testimonials to boost your sales 💲
3. How you can capture more CRM data to understand your audience better through video testimonials. 📊
Implicitly or explicitly all competing businesses employ a strategy to select a mix
of marketing resources. Formulating such competitive strategies fundamentally
involves recognizing relationships between elements of the marketing mix (e.g.,
price and product quality), as well as assessing competitive and market conditions
(i.e., industry structure in the language of economics).
Discover the innovative and creative projects that highlight my journey throu...dylandmeas
Discover the innovative and creative projects that highlight my journey through Full Sail University. Below, you’ll find a collection of my work showcasing my skills and expertise in digital marketing, event planning, and media production.
"𝑩𝑬𝑮𝑼𝑵 𝑾𝑰𝑻𝑯 𝑻𝑱 𝑰𝑺 𝑯𝑨𝑳𝑭 𝑫𝑶𝑵𝑬"
𝐓𝐉 𝐂𝐨𝐦𝐬 (𝐓𝐉 𝐂𝐨𝐦𝐦𝐮𝐧𝐢𝐜𝐚𝐭𝐢𝐨𝐧𝐬) is a professional event agency that includes experts in the event-organizing market in Vietnam, Korea, and ASEAN countries. We provide unlimited types of events from Music concerts, Fan meetings, and Culture festivals to Corporate events, Internal company events, Golf tournaments, MICE events, and Exhibitions.
𝐓𝐉 𝐂𝐨𝐦𝐬 provides unlimited package services including such as Event organizing, Event planning, Event production, Manpower, PR marketing, Design 2D/3D, VIP protocols, Interpreter agency, etc.
Sports events - Golf competitions/billiards competitions/company sports events: dynamic and challenging
⭐ 𝐅𝐞𝐚𝐭𝐮𝐫𝐞𝐝 𝐩𝐫𝐨𝐣𝐞𝐜𝐭𝐬:
➢ 2024 BAEKHYUN [Lonsdaleite] IN HO CHI MINH
➢ SUPER JUNIOR-L.S.S. THE SHOW : Th3ee Guys in HO CHI MINH
➢FreenBecky 1st Fan Meeting in Vietnam
➢CHILDREN ART EXHIBITION 2024: BEYOND BARRIERS
➢ WOW K-Music Festival 2023
➢ Winner [CROSS] Tour in HCM
➢ Super Show 9 in HCM with Super Junior
➢ HCMC - Gyeongsangbuk-do Culture and Tourism Festival
➢ Korean Vietnam Partnership - Fair with LG
➢ Korean President visits Samsung Electronics R&D Center
➢ Vietnam Food Expo with Lotte Wellfood
"𝐄𝐯𝐞𝐫𝐲 𝐞𝐯𝐞𝐧𝐭 𝐢𝐬 𝐚 𝐬𝐭𝐨𝐫𝐲, 𝐚 𝐬𝐩𝐞𝐜𝐢𝐚𝐥 𝐣𝐨𝐮𝐫𝐧𝐞𝐲. 𝐖𝐞 𝐚𝐥𝐰𝐚𝐲𝐬 𝐛𝐞𝐥𝐢𝐞𝐯𝐞 𝐭𝐡𝐚𝐭 𝐬𝐡𝐨𝐫𝐭𝐥𝐲 𝐲𝐨𝐮 𝐰𝐢𝐥𝐥 𝐛𝐞 𝐚 𝐩𝐚𝐫𝐭 𝐨𝐟 𝐨𝐮𝐫 𝐬𝐭𝐨𝐫𝐢𝐞𝐬."
The world of search engine optimization (SEO) is buzzing with discussions after Google confirmed that around 2,500 leaked internal documents related to its Search feature are indeed authentic. The revelation has sparked significant concerns within the SEO community. The leaked documents were initially reported by SEO experts Rand Fishkin and Mike King, igniting widespread analysis and discourse. For More Info:- https://news.arihantwebtech.com/search-disrupted-googles-leaked-documents-rock-the-seo-world/
Recruiting in the Digital Age: A Social Media MasterclassLuanWise
In this masterclass, presented at the Global HR Summit on 5th June 2024, Luan Wise explored the essential features of social media platforms that support talent acquisition, including LinkedIn, Facebook, Instagram, X (formerly Twitter) and TikTok.
In the Adani-Hindenburg case, what is SEBI investigating.pptxAdani case
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Event Report - SAP Sapphire 2024 Orlando - lots of innovation and old challengesHolger Mueller
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This Digital Transformation and IT Strategy Toolkit was created by ex-McKinsey, Deloitte and BCG Management Consultants, after more than 5,000 hours of work. It is considered the world's best & most comprehensive Digital Transformation and IT Strategy Toolkit. It includes all the Frameworks, Best Practices & Templates required to successfully undertake the Digital Transformation of your organization and define a robust IT Strategy.
Editable Toolkit to help you reuse our content: 700 Powerpoint slides | 35 Excel sheets | 84 minutes of Video training
This PowerPoint presentation is only a small preview of our Toolkits. For more details, visit www.domontconsulting.com
Kseniya Leshchenko: Shared development support service model as the way to ma...Lviv Startup Club
Kseniya Leshchenko: Shared development support service model as the way to make small projects with small budgets profitable for the company (UA)
Kyiv PMDay 2024 Summer
Website – www.pmday.org
Youtube – https://www.youtube.com/startuplviv
FB – https://www.facebook.com/pmdayconference
Kseniya Leshchenko: Shared development support service model as the way to ma...
Fortune Time Institute: Big Data - Challenges for Smartcity
1. Big and Open Data
Challenges for Smartcity
Dr. Victoria López
Grupo G-TeC
www.tecnologiaUCM.es
Universidad Complutense de Madrid
August
26th
2014
55 Exchange
Place
NYC
2. Big and Open data. Challenges for Smartcity
• What about Big Data?
• Fighting with Big Data.
• Big Data. Big Projects. Privacity.
• Open Data. Transparency. Smartcities.
3. What about Big Data?
From Data Warehouse to Big Data (large Data Bases)
3
1970 relational model invented
RDBMS declared mainstream till 90s
One-size fits all, Elephant vendors- heavily
encoded even indexing by B-trees.
6. Fighting with the Big Data
Bioinformatics, Genoma data, DNA, RNA, Proteins and,
in general all biological data have been required by
computing monitors and storing in large data bases in
several laboratories and researching centers along the
world
The Human Genome Project
6
8. Web Issues: Short path
8
Joke but, behind our comfortable position there are
some math and programming…
9. • Restrictions:
– Total time
– Total Costs
– Date/hour
• How to sort the results?
– http://www.sorting-algorithms.com/
9
Web issues: Searching & Sorting
10. How many?
10
Order your room now!
One teenager working = one afternoon at home
11. How many?
11
Order all New York rooms NOW!
One teenager working alone?
13. 13
Big Data: Map Reduce
• Created by Google (2004)
– Parallel programming model
– Simple concept, smart, suitable for multiple applications
– Big datasets multi-node in multiprocessors
– Sets of nodes: Clusters or Grids (distributed programming)
– Able to process 20 PB per day
– Based on Map & Reduce, classical methods in functional programming
related to the classic Divide & Conquer
– Come from numeric analysis (big matrix products).
• Main feature: scalability to many nodes
– Scan of 100 TB in 1 node @ 50 MB/sec = 23 days
– Scan in a cluster of 1000 nodes = 33 minutes
14. Big Data: Hadoop, Spark
– Used by Yahoo!, Facebook, Twitter
Amazon, eBay…
– Can be used in different architectures:
both clusters (in-house) and grid
(Cloudcomputing)
https://hadoop.apache.org/ https://spark.apache.org/ 14
19. Big Data for Big projects
Real Time
The Obama 2012 campaign used data analytics and the
experimental method to assemble a winning coalition vote by
vote. In doing so, it overturned the long dominance of TV
advertising in U.S. politics and created something new in the
world: a national campaign run like a local ward election, where
the interests of individual voters were known and addressed.
19
20. 20
Big Data for Big projects
Real Time
How Brazil vs. Germany played out on Twitter
Geotagged tweets mentioning key terms around the Word Cup game,
July 8, 2014
23. Open Data
“Open data is data that can be freely used, reused and redistributed by anyone –
subject only, at most, to the requirement to attribute and sharealike.”
OpenDefinition.org -
“Open data is data that can be freely used,
reused and redistributed by anyone – subject
only, at most, to the requirement to attribute
and share alike.” OpenDefinition.org
Availability and Access: the data must be
available as a whole and at no more than a
reasonable reproduction cost, preferably by
downloading over the internet. The data
must also be available in a convenient and
modifiable form.
Reuse and Redistribution: the data must be
provided under terms that permit reuse and
redistribution including the intermixing with
other datasets. The data must be machine-readable.
Universal Participation: everyone must be
able to use, reuse and redistribute – there
should be no discrimination against fields of
endeavour or against persons or groups. For
example, ‘non-commercial’ restrictions that
would prevent ‘commercial’ use, or
restrictions of use for certain purposes (e.g.
only in education), are not allowed.
23
26. Recycla.me
Mariam Saucedo
Pilar Torralbo
Daniel Sanz
Ana Alfaro
Sergio Ballesteros
Lidia Sesma
Héctor Martos
Álvaro Bustillo
Arturo Callejo
Belén Abellanas
Jaime Ramos
Ignacio P. de Ziriza
Victor Torres
Alberto Segovia
Miguel Bueno
Mar Octavio de
Toledo
Antonio Sanmartín
Carlos Fernández
MAPA DE RECURSOS
26
RECYCLA.TE
27. Madrid – Smart City
• Parks and gardens
• Parkings for
• Cars
• Motorbikes
• Bikes
• Recycing Points
• Fixed
• Mobile
• Cloths
• Stations
• Bioetanol
• Gas
• Oil
• Electric
• Routes for bikes
• Vías ciclistas
• Calles seguras
• Residential Priority Areas
27
29. The way from data to value
• Big Data Collection
– Monitoring
– Data cleaning and integration
– Hosted Data Platforms and the Cloud
• Big Data Storage
– Modern Data Bases
– Distributed Computing Platforms
– NoSQL, NewSQL
• Big Data Systems
– Security
– Multicore scalability
– Visualization and User Interfaces
• Big Data Analytics
– Fast algorithms
– Data compression
– Machine learning tools
– Visualization & Reporting
29
The MIT proposal stage list
to deal with Big Data
30. Conclusions
30
Big Data, Open Data and Smartcity
• Era of Data Revolution (Alex 'Sandy' Pentland,
http://www.media.mit.edu/people/sandy)
• New technologies & development
• New Business
• Great opportunities in Smartcity development