Copyright (c) 2012, Meta Business Systems. Mario Bojilov Meta Business Systems 20 February 2013

Size: px
Start display at page:

Download "Copyright (c) 2012, Meta Business Systems. Mario Bojilov Meta Business Systems 20 February 2013"

Transcription

1 Mario Bojilov Meta Business Systems 20 February 2013

2 What is Big Data Volume 90% of data in the world was created in the last 2 years

3 What is Big Data Volume 90% of data in the world was created in the last 2 years 2.5EB are created every day Gigabyte (GB) - 1,024 Terabyte (TB) - 1,024GB Petabyte (PB) - 1,024TB Exabyte (EB) - 1,024PB

4 What is Big Data Velocity Customer Satisfaction/Churn Social Media Fraud

5 What is Big Data Variety Structured Semi-structured Unstructured

6 Big Data Technologies Hadoop/MapReduce

7 Big Data Technologies Hadoop/MapReduce

8 Big Data Technologies R - free software environment for statistical computing and graphics

9 Big Data Technologies MongoDB (from "humongous") - a scalable, highperformance, open source, NoSQL database. Craigslist Archiving Disney Gaming Foursquare Social Analytics MTV Networks Content Management

10 Big Data Technologies Cassandra - highly scalable, open-source, distributed, structured key-value database (developed by Facebook) ebay Netflix Twitter Reddit Digg 300TB/400

11 Big Data Architecture

12 Big Data Architecture

13 Big Data Examples fighting pirates (on the high seas) $7,000,000,000 (Source: Oceans Beyond Piracy)

14 Big Data Examples fighting pirates (on the high seas) ArcGIS

15 Big Data Examples fighting pirates (on the high seas) ArcGIS 54% (International Maritime Bureau)

16 Big Data Examples and graffiti (in the city) Status Protest High value marks Patterns Low mobility

17 Big Data Examples in Audit Payroll Recalculation Salary: Name: $200 JS Overtime: Salary: Name: $200 $0 Allowance: Overtime: Salary: $X $200 $0 Leave: Allowance: Overtime: $Y $X $0 Deduction: Leave: Allowance: $Y $Z $X Deduction: Leave: $Y $Z Deduction: $Z Salary: Name: $200 JS Overtime: Salary: Name: $200 $0 Allowance: Overtime: Salary: $X $200 $0 Leave: Allowance: Overtime: $Y $X $0 Deduction: Leave: Allowance: $Y $Z $X Deduction: Leave: $Y $Z Deduction: $Z Map Name: Salary: $200 Name: Overtime: $100 Name: JS Salary: $300 Name: JS Overtime: $25 Salary: $250 Overtime: $50

18 Big Data Examples in Audit Payroll Recalculation Salary: Name: $200 JS Overtime: Salary: Name: $200 $0 Allowance: Overtime: Salary: $X $200 $0 Leave: Allowance: Overtime: $Y $X $0 Deduction: Leave: Allowance: $Y $Z $X Deduction: Leave: $Y $Z Deduction: $Z Salary: Name: $200 JS Overtime: Salary: Name: $200 $0 Allowance: Overtime: Salary: $X $200 $0 Leave: Allowance: Overtime: $Y $X $50 Deduction: Leave: Allowance: $Y $Z $X Deduction: Leave: $Y $Z Deduction: $Z Map Name: Salary: $200 Name: Overtime: $100 Name: JS Salary: $300 Name: JS Overtime: $25 Salary: $250 Overtime: $50 Reduce Name: Total: $2,500 Name: JS Total: $3,200 Total: $2,850

19 Big Data Examples in Audit Payroll Recalculation P1 $2500 Mr. X $5500 JS $3200 Ms. Y $1500 PW $2850 Mrs. Z $8500

20 Big Data Examples in Audit Payroll Recalculation P1 $2600 Mr. X $5500 JS $3200 Ms. Y $1500 PW $2850 Mrs. Z $8500 P2 $2300 Mr. X $5500 JS $3200 Ms. Y $1500 PW $2500 Mrs. Z $8500

21 Big Data Examples in Audit Payroll Recalculation P1 $2600 Mr. X $5500 JS $3200 Ms. Y $1500 PW $2850 Mrs. Z $8500 P2 $2300 Mr. X $5500 JS $3400 Ms. Y $1500 PW $2500 Mrs. Z $8500 P26 $3500 Mr. X $6500 JS $4000 Ms. Y $2000 PW $3000 Mrs. Z $9500

22 Big Data Examples in Audit Fraud Detection

23 Big Data Examples in Audit Fraud Detection Salary: Name: $200 JS Overtime: Salary: Name: $200 $0 Allowance: Overtime: Line Item $X $0 1: $200 Leave: Allowance: Line $Y Item $X 2 : $0 Deduction: Leave: Line Item $Y $Z 3 : $X Deduction: Line Item $Z 4 : $Y Line Item 5 : $Z Map Name: Line Item 1-1: $200 Name: Line Item : $100 Name: JS Line Item 2-1: $300 Salary: Name: $200 JS Overtime: Salary: Name: $200 $0 Allowance: Overtime: Line Item $X $0 1: $200 Leave: Allowance: Line $Y Item $X 2 : $500 Deduction: Leave: Line $Y Item $Z 3 : $X Deduction: Line Item $Z 4 : $Y Line Item 5 : $Z Name: JS Line Item : $25 Line Item 3-1: $250 Line Item : $50

24 Big Data Examples in Audit Fraud Detection Salary: Name: $200 JS Overtime: Salary: Name: $200 $0 Allowance: Overtime: Line Item $X $0 1: $200 Leave: Allowance: Line $Y Item $X 2 : $0 Deduction: Leave: Line Item $Y $Z 3 : $X Deduction: Line Item $Z 4 : $Y Line Item 5 : $Z Salary: Name: $200 JS Overtime: Salary: Name: $200 $0 Allowance: Overtime: Line Item $X $0 1: $200 Leave: Allowance: Line $Y Item $X 2 : $500 Deduction: Leave: Line $Y Item $Z 3 : $X Deduction: Line Item $Z 4 : $Y Line Item 5 : $Z Map Name: Line Item 1-1: $200 Name: Line Item : $100 Name: JS Line Item 2-1: $300 Name: JS Line Item : $25 Line Item 3-1: $250 Line Item : $50 Reduce Name: -1 Benford 1: 0.31 Name: -9 Benford 9: 0.05 Name: JS-1 Benford 1: 0.32 Name: JS-4 Benford 4: 0.15 Name: JS-9 Benford 9: Benford : Benford 9: 0.05

25 And, Dr. Seuss. If you read with your eyes shut you re likely to find that the place where you re going is far, far behind.

26 And, Dr. Seuss. If you read with your eyes shut you re likely to find that the place where you re going is far, far behind. SO that s why I tell you to keep you eyes wide. Keep them wide open at least on one side.

27 Thank big-data-for-organisational-leaders.blogspot.com.au/

Ali Eghlima Ph.D Director of Bioinformatics. A Bioinformatics Research & Consulting Group

Ali Eghlima Ph.D Director of Bioinformatics. A Bioinformatics Research & Consulting Group A Bioinformatics Research & Consulting Group Adding Omics Data to Electronic Health Record, A paradigm Shift in Big Data Modeling, Analytics and Storage management for Healthcare and Life Sciences Organizations

More information

AGENDA. What is BIG DATA? What is Hadoop? Why Microsoft? The Microsoft BIG DATA story. Our BIG DATA Roadmap. Hadoop PDW

AGENDA. What is BIG DATA? What is Hadoop? Why Microsoft? The Microsoft BIG DATA story. Our BIG DATA Roadmap. Hadoop PDW AGENDA What is BIG DATA? What is Hadoop? Why Microsoft? The Microsoft BIG DATA story Hadoop PDW Our BIG DATA Roadmap BIG DATA? Volume 59% growth in annual WW information 1.2M Zetabytes (10 21 bytes) this

More information

Age of Big data. Presented by: Mohammad Iqbal BCM -2014

Age of Big data. Presented by: Mohammad Iqbal BCM -2014 Age of Presented by: Mohammad Iqbal BCM -2014 Agenda Big? Big evolution from Big? Name Symbol Value Kilobyte KB 10^3 BIG DATA Megabyte MB 10^6 Gigabyte GB 10^9 Terabyte TB 10^12 Petabyte PB 10^15 So large

More information

INTRODUCTION TO CASSANDRA

INTRODUCTION TO CASSANDRA INTRODUCTION TO CASSANDRA This ebook provides a high level overview of Cassandra and describes some of its key strengths and applications. WHAT IS CASSANDRA? Apache Cassandra is a high performance, open

More information

So What s the Big Deal?

So What s the Big Deal? So What s the Big Deal? Presentation Agenda Introduction What is Big Data? So What is the Big Deal? Big Data Technologies Identifying Big Data Opportunities Conducting a Big Data Proof of Concept Big Data

More information

Department of Computer Science University of Cyprus EPL646 Advanced Topics in Databases. Lecture 12

Department of Computer Science University of Cyprus EPL646 Advanced Topics in Databases. Lecture 12 Department of Computer Science University of Cyprus EPL646 Advanced Topics in Databases Lecture 12 Big Data Management II (NoSQL Databases / CouchDB) Chapter 20: Abiteboul et. Al. + http://guide.couchdb.org/

More information

The Big Deal about Big Data. Mike Skinner, CPA CISA CITP HORNE LLP

The Big Deal about Big Data. Mike Skinner, CPA CISA CITP HORNE LLP The Big Deal about Big Data Mike Skinner, CPA CISA CITP HORNE LLP Mike Skinner, CPA CISA CITP Senior Manager, IT Assurance & Risk Services HORNE LLP Focus areas: IT security & risk assessment IT governance,

More information

INTERNATIONAL JOURNAL OF PURE AND APPLIED RESEARCH IN ENGINEERING AND TECHNOLOGY

INTERNATIONAL JOURNAL OF PURE AND APPLIED RESEARCH IN ENGINEERING AND TECHNOLOGY INTERNATIONAL JOURNAL OF PURE AND APPLIED RESEARCH IN ENGINEERING AND TECHNOLOGY A PATH FOR HORIZING YOUR INNOVATIVE WORK OVERVIEW ON BIG DATA SYSTEMATIC TOOLS MR. SACHIN D. CHAVHAN 1, PROF. S. A. BHURA

More information

BIG DATA TOOLS. Top 10 open source technologies for Big Data

BIG DATA TOOLS. Top 10 open source technologies for Big Data BIG DATA TOOLS Top 10 open source technologies for Big Data We are in an ever expanding marketplace!!! With shorter product lifecycles, evolving customer behavior and an economy that travels at the speed

More information

HP Vertica at MIT Sloan Sports Analytics Conference March 1, 2013 Will Cairns, Senior Data Scientist, HP Vertica

HP Vertica at MIT Sloan Sports Analytics Conference March 1, 2013 Will Cairns, Senior Data Scientist, HP Vertica HP Vertica at MIT Sloan Sports Analytics Conference March 1, 2013 Will Cairns, Senior Data Scientist, HP Vertica So What s the market s definition of Big Data? Datasets whose volume, velocity, variety

More information

Architecting for Big Data Analytics and Beyond: A New Framework for Business Intelligence and Data Warehousing

Architecting for Big Data Analytics and Beyond: A New Framework for Business Intelligence and Data Warehousing Architecting for Big Data Analytics and Beyond: A New Framework for Business Intelligence and Data Warehousing Wayne W. Eckerson Director of Research, TechTarget Founder, BI Leadership Forum Business Analytics

More information

How To Scale Out Of A Nosql Database

How To Scale Out Of A Nosql Database Firebird meets NoSQL (Apache HBase) Case Study Firebird Conference 2011 Luxembourg 25.11.2011 26.11.2011 Thomas Steinmaurer DI +43 7236 3343 896 thomas.steinmaurer@scch.at www.scch.at Michael Zwick DI

More information

Problems to store, transfer and process the Big Data 6/2/2016 GIANG TRAN - TTTGIANG2510@GMAIL.COM 1

Problems to store, transfer and process the Big Data 6/2/2016 GIANG TRAN - TTTGIANG2510@GMAIL.COM 1 Problems to store, transfer and process the Big Data COURSE: COMPUTING CLUSTERS, GRIDS, AND CLOUDS LECTURER: ANDREY SHEVEL ITMO UNIVERSITY SAINT PETERSBURG 6/2/2016 GIANG TRAN - TTTGIANG2510@GMAIL.COM

More information

NoSQL and Hadoop Technologies On Oracle Cloud

NoSQL and Hadoop Technologies On Oracle Cloud NoSQL and Hadoop Technologies On Oracle Cloud Vatika Sharma 1, Meenu Dave 2 1 M.Tech. Scholar, Department of CSE, Jagan Nath University, Jaipur, India 2 Assistant Professor, Department of CSE, Jagan Nath

More information

www.pwc.com/oracle Next presentation starting soon Business Analytics using Big Data to gain competitive advantage

www.pwc.com/oracle Next presentation starting soon Business Analytics using Big Data to gain competitive advantage www.pwc.com/oracle Next presentation starting soon Business Analytics using Big Data to gain competitive advantage If every image made and every word written from the earliest stirring of civilization

More information

TUT NoSQL Seminar (Oracle) Big Data

TUT NoSQL Seminar (Oracle) Big Data Timo Raitalaakso +358 40 848 0148 rafu@solita.fi TUT NoSQL Seminar (Oracle) Big Data 11.12.2012 Timo Raitalaakso MSc 2000 Work: Solita since 2001 Senior Database Specialist Oracle ACE 2012 Blog: http://rafudb.blogspot.com

More information

Surfing the Data Tsunami: A New Paradigm for Big Data Processing and Analytics

Surfing the Data Tsunami: A New Paradigm for Big Data Processing and Analytics Surfing the Data Tsunami: A New Paradigm for Big Data Processing and Analytics Dr. Liangxiu Han Future Networks and Distributed Systems Group (FUNDS) School of Computing, Mathematics and Digital Technology,

More information

Real Time Big Data Processing

Real Time Big Data Processing Real Time Big Data Processing Cloud Expo 2014 Ian Meyers Amazon Web Services Global Infrastructure Deployment & Administration App Services Analytics Compute Storage Database Networking AWS Global Infrastructure

More information

Big Data a threat or a chance?

Big Data a threat or a chance? Big Data a threat or a chance? Helwig Hauser University of Bergen, Dept. of Informatics Big Data What is Big Data? well, lots of data, right? we come back to this in a moment. certainly, a buzz-word but

More information

BIG DATA TRENDS AND TECHNOLOGIES

BIG DATA TRENDS AND TECHNOLOGIES BIG DATA TRENDS AND TECHNOLOGIES THE WORLD OF DATA IS CHANGING Cloud WHAT IS BIG DATA? Big data are datasets that grow so large that they become awkward to work with using onhand database management tools.

More information

So Just What Is Big Data? James E. Tcheng, MD, FACC, FSCAI

So Just What Is Big Data? James E. Tcheng, MD, FACC, FSCAI So Just What Is Big Data? James E. Tcheng, MD, FACC, FSCAI Disclosures James E. Tcheng, MD, FACC, FSCAI Affiliations / Financial Relationships / Other RWI ACC Chair, Informatics and Health IT Task Force

More information

NextGen Infrastructure for Big DATA Analytics.

NextGen Infrastructure for Big DATA Analytics. NextGen Infrastructure for Big DATA Analytics. So What is Big Data? Data that exceeds the processing capacity of conven4onal database systems. The data is too big, moves too fast, or doesn t fit the structures

More information

How To Handle Big Data With A Data Scientist

How To Handle Big Data With A Data Scientist III Big Data Technologies Today, new technologies make it possible to realize value from Big Data. Big data technologies can replace highly customized, expensive legacy systems with a standard solution

More information

Texas Digital Government Summit. Data Analysis Structured vs. Unstructured Data. Presented By: Dave Larson

Texas Digital Government Summit. Data Analysis Structured vs. Unstructured Data. Presented By: Dave Larson Texas Digital Government Summit Data Analysis Structured vs. Unstructured Data Presented By: Dave Larson Speaker Bio Dave Larson Solu6ons Architect with Freeit Data Solu6ons In the IT industry for over

More information

Turning Big Data into Big Decisions Delivering on the High Demand for Data

Turning Big Data into Big Decisions Delivering on the High Demand for Data Turning Big Data into Big Decisions Delivering on the High Demand for Data Michael Ho, Vice President of Professional Services Digital Government Institute s Government Big Data Conference, October 31,

More information

Big Data on AWS. Services Overview. Bernie Nallamotu Principle Solutions Architect

Big Data on AWS. Services Overview. Bernie Nallamotu Principle Solutions Architect on AWS Services Overview Bernie Nallamotu Principle Solutions Architect \ So what is it? When your data sets become so large that you have to start innovating around how to collect, store, organize, analyze

More information

A Survey on Big Data Analytical Tools

A Survey on Big Data Analytical Tools A Survey on Big Data Analytical Tools Mr. Mahesh G Huddar Sr. Lecturer Dept. of Computer Science and Engineering Hirasugar Institute of Technology, Nidasoshi, Karnataka, India Manjula M Ramannavar Asst.

More information

Big Analytics: A Next Generation Roadmap

Big Analytics: A Next Generation Roadmap Big Analytics: A Next Generation Roadmap Cloud Developers Summit & Expo: October 1, 2014 Neil Fox, CTO: SoftServe, Inc. 2014 SoftServe, Inc. Remember Life Before The Web? 1994 Even Revolutions Take Time

More information

Data Management Nuts and Bolts. Don Johnson Scientific Computing and Visualization

Data Management Nuts and Bolts. Don Johnson Scientific Computing and Visualization Data Management Nuts and Bolts Don Johnson Scientific Computing and Visualization Overview Data Management Storing data Sharing data Moving data Tracking data (Client responsibility) Where can you obtain

More information

BIRT in the World of Big Data

BIRT in the World of Big Data BIRT in the World of Big Data David Rosenbacher VP Sales Engineering Actuate Corporation 2013 Actuate Customer Days Today s Agenda and Goals Introduction to Big Data Compare with Regular Data Common Approaches

More information

Chapter 1. Contrasting traditional and visual analytics approaches

Chapter 1. Contrasting traditional and visual analytics approaches Chapter 1 Understanding Big Data Analytics In This Chapter Defining Big Data Understanding Big Data Analytics Contrasting traditional and visual analytics approaches The era of Big Data is upon us. The

More information

Big Data: Beyond the Hype

Big Data: Beyond the Hype Big Data: Beyond the Hype Why Big Data Matters to You WHITE PAPER Big Data: Beyond the Hype Why Big Data Matters to You By DataStax Corporation October 2011 Table of Contents Introduction...4 Big Data

More information

Introduction to the Mathematics of Big Data. Philippe B. Laval

Introduction to the Mathematics of Big Data. Philippe B. Laval Introduction to the Mathematics of Big Data Philippe B. Laval Fall 2015 Introduction In recent years, Big Data has become more than just a buzz word. Every major field of science, engineering, business,

More information

nosql and Non Relational Databases

nosql and Non Relational Databases nosql and Non Relational Databases Image src: http://www.pentaho.com/big-data/nosql/ Matthias Lee Johns Hopkins University What NoSQL? Yes no SQL.. Atleast not only SQL Large class of Non Relaltional Databases

More information

IT Audit Hot Topics Social Media, The Cloud, IT Governance, Big Data, and More. Charlotte ISACA Chapter Annual General Meeting

IT Audit Hot Topics Social Media, The Cloud, IT Governance, Big Data, and More. Charlotte ISACA Chapter Annual General Meeting IT Audit Hot Topics Social Media, The Cloud, IT Governance, Big Data, and More Charlotte ISACA Chapter Annual General Meeting June 25, 2013 Introductions Josh McDermott, CISA, CISSP, PMP Director, IT Audit,

More information

NoSQL Systems for Big Data Management

NoSQL Systems for Big Data Management NoSQL Systems for Big Data Management Venkat N Gudivada East Carolina University Greenville, North Carolina USA Venkat Gudivada NoSQL Systems for Big Data Management 1/28 Outline 1 An Overview of NoSQL

More information

Introduction to Predictive Analytics. Dr. Ronen Meiri ronen@dmway.com

Introduction to Predictive Analytics. Dr. Ronen Meiri ronen@dmway.com Introduction to Predictive Analytics Dr. Ronen Meiri Outline From big data to predictive analytics Predictive Analytics vs. BI Intelligent platforms What can we do with it. The modeling process. Example

More information

The Rembrandt Group Strategies for BIG DATA 2015-2016

The Rembrandt Group Strategies for BIG DATA 2015-2016 The Rembrandt Group Strategies for BIG DATA 2015-2016 Big Data Interesting applications are data hungry Increased number & variety of sources Realization that delete is not an option The data grows over

More information

Big Data and Analytics:

Big Data and Analytics: responsive, credible, flexible Big Data and Analytics: New data sources create transformation opportunities Mike Davis Principal Analyst All images acknowledged msmd advisors Ltd 2012 1 Running order Why

More information

SAS BIG DATA SOLUTIONS ON AWS SAS FORUM ESPAÑA, OCTOBER 16 TH, 2014 IAN MEYERS SOLUTIONS ARCHITECT / AMAZON WEB SERVICES

SAS BIG DATA SOLUTIONS ON AWS SAS FORUM ESPAÑA, OCTOBER 16 TH, 2014 IAN MEYERS SOLUTIONS ARCHITECT / AMAZON WEB SERVICES SAS BIG DATA SOLUTIONS ON AWS SAS FORUM ESPAÑA, OCTOBER 16 TH, 2014 IAN MEYERS SOLUTIONS ARCHITECT / AMAZON WEB SERVICES AWS GLOBAL INFRASTRUCTURE 10 Regions 25 Availability Zones 51 Edge locations WHAT

More information

Designing a Scalable Database for Online Video Analytics

Designing a Scalable Database for Online Video Analytics Designing a Scalable Database for Online Video Analytics White Paper Ooyala I 800 West El Camino Real, Suite 350 Mountain View CA 94040 I 1-877-366-9252 I www.ooyala.com Online Video Analytics A deep understanding

More information

BIG DATA CHALLENGES AND PERSPECTIVES

BIG DATA CHALLENGES AND PERSPECTIVES BIG DATA CHALLENGES AND PERSPECTIVES Meenakshi Sharma 1, Keshav Kishore 2 1 Student of Master of Technology, 2 Head of Department, Department of Computer Science and Engineering, A P Goyal Shimla University,

More information

Big Data Technologies Compared June 2014

Big Data Technologies Compared June 2014 Big Data Technologies Compared June 2014 Agenda What is Big Data Big Data Technology Comparison Summary Other Big Data Technologies Questions 2 What is Big Data by Example The SKA Telescope is a new development

More information

Chapter 11 Map-Reduce, Hadoop, HDFS, Hbase, MongoDB, Apache HIVE, and Related

Chapter 11 Map-Reduce, Hadoop, HDFS, Hbase, MongoDB, Apache HIVE, and Related Chapter 11 Map-Reduce, Hadoop, HDFS, Hbase, MongoDB, Apache HIVE, and Related Summary Xiangzhe Li Nowadays, there are more and more data everyday about everything. For instance, here are some of the astonishing

More information

The Next Wave of Data Management. Is Big Data The New Normal?

The Next Wave of Data Management. Is Big Data The New Normal? The Next Wave of Data Management Is Big Data The New Normal? Table of Contents Introduction 3 Separating Reality and Hype 3 Why Are Firms Making IT Investments In Big Data? 4 Trends In Data Management

More information

BIG DATA: ARE YOU READY? Andy Kyiet Demand Flow Intelligence May, 2013

BIG DATA: ARE YOU READY? Andy Kyiet Demand Flow Intelligence May, 2013 BIG DATA: ARE YOU READY? Andy Kyiet Demand Flow Intelligence May, 2013 PERSONAL BACKGROUND Founder of the first specialist Service Management & Helpdesk System provider in Europe Past President of AFSMI

More information

Applications for Business Intelligence, Predictive Analytics and Big Data

Applications for Business Intelligence, Predictive Analytics and Big Data Finance, Management, & Operations Applications for Business Intelligence, Predictive Analytics and Big Data Patrick Bogan, Chief Information Officer, Fuzion Analytics Kyle Korzenowski, Chief Information

More information

Application Development. A Paradigm Shift

Application Development. A Paradigm Shift Application Development for the Cloud: A Paradigm Shift Ramesh Rangachar Intelsat t 2012 by Intelsat. t Published by The Aerospace Corporation with permission. New 2007 Template - 1 Motivation for the

More information

A Survey on Big Data Concepts and Tools

A Survey on Big Data Concepts and Tools A Survey on Big Data Concepts and Tools D. Rajasekar 1, C. Dhanamani 2, S. K. Sandhya 3 1,3 PG Scholar, 2 Assistant Professor, Department of Computer Science and Engineering, Sri Krishna College of Engineering

More information

Open source large scale distributed data management with Google s MapReduce and Bigtable

Open source large scale distributed data management with Google s MapReduce and Bigtable Open source large scale distributed data management with Google s MapReduce and Bigtable Ioannis Konstantinou Email: ikons@cslab.ece.ntua.gr Web: http://www.cslab.ntua.gr/~ikons Computing Systems Laboratory

More information

Driving Datacenter Change

Driving Datacenter Change Driving Datacenter Change Storage Opportunities in the Cloud Mike Cordano President, HGST, a Western Digital company September 13, 2012 SAFE HARBOR Forward Looking Statements These presentations contain

More information

# Not a part of 1Z0-061 or 1Z0-144 Certification test, but very important technology in BIG DATA Analysis

# Not a part of 1Z0-061 or 1Z0-144 Certification test, but very important technology in BIG DATA Analysis Section 9 : Case Study # Objectives of this Session The Motivation For Hadoop What problems exist with traditional large-scale computing systems What requirements an alternative approach should have How

More information

Majed Al-Ghandour, PhD, PE, CPM Division of Planning and Programming NCDOT 2016 NCAMPO Conference- Greensboro, NC May 12, 2016

Majed Al-Ghandour, PhD, PE, CPM Division of Planning and Programming NCDOT 2016 NCAMPO Conference- Greensboro, NC May 12, 2016 Big Data! Majed Al-Ghandour, PhD, PE, CPM Division of Planning and Programming NCDOT 2016 NCAMPO Conference- Greensboro, NC May 12, 2016 Big Data: Data Analytical Tools for Decision Support 2 Outline Introduce

More information

Big Data Zurich, November 23. September 2011

Big Data Zurich, November 23. September 2011 Institute of Technology Management Big Data Projektskizze «Competence Center Automotive Intelligence» Zurich, November 11th 23. September 2011 Felix Wortmann Assistant Professor Technology Management,

More information

THE AGE OF BIG DATA. Chula DataScience

THE AGE OF BIG DATA. Chula DataScience THE AGE OF BIG DATA Asst. Prof. Natawut Nupairoj, Ph.D. Mobile Application and System Services Research Group Department of Computing Engineering Chulalongkorn University natawut.n@chula.ac.th Data is

More information

The Quest for Extreme Scalability

The Quest for Extreme Scalability The Quest for Extreme Scalability In times of a growing audience, very successful internet applications have all been facing the same database issue: while web servers can be multiplied without too many

More information

How Big Is Big Data Adoption? Survey Results. Survey Results... 4. Big Data Company Strategy... 6

How Big Is Big Data Adoption? Survey Results. Survey Results... 4. Big Data Company Strategy... 6 Survey Results Table of Contents Survey Results... 4 Big Data Company Strategy... 6 Big Data Business Drivers and Benefits Received... 8 Big Data Integration... 10 Big Data Implementation Challenges...

More information

7 Things to Consider Before Implementing a "Big Data" Solution

7 Things to Consider Before Implementing a Big Data Solution White Paper 7 Things to Consider Before Implementing a "Big Data" Solution Power Your Business with Big Data Solutions 7 Things to Consider Before Implementing a "Big Data" Solution P a g e 2 Introduction

More information

NoSQL for SQL Professionals William McKnight

NoSQL for SQL Professionals William McKnight NoSQL for SQL Professionals William McKnight Session Code BD03 About your Speaker, William McKnight President, McKnight Consulting Group Frequent keynote speaker and trainer internationally Consulted to

More information

Using Ultra-Large Data Sets in Healthcare New Questions-New Answers

Using Ultra-Large Data Sets in Healthcare New Questions-New Answers Using Ultra-Large Data Sets in Healthcare New Questions-New Answers David Hartzband, D.Sc.. Director, Technology Research, RCHN Community Health Foundation & Lecturer, Engineering Systems Division Massachusetts

More information

ebay Storage, From Good to Great

ebay Storage, From Good to Great ebay Storage, From Good to Great Farid Yavari Sr. Storage Architect - Global Platform & Infrastructure September 11,2014 ebay Journey from Good to Great 2009 to 2011 TURNAROUND 2011 to 2013 POSITIONING

More information

From Terabytes to Exabytes, A paradigm Shift in Big Data Modeling, Analytics and Storage management for Healthcare and Life Sciences Organizations

From Terabytes to Exabytes, A paradigm Shift in Big Data Modeling, Analytics and Storage management for Healthcare and Life Sciences Organizations A Bioinformatics Research & Consulting Group From Terabytes to Exabytes, A paradigm Shift in Big Data Modeling, Analytics and Storage management for Healthcare and Life Sciences Organizations Ali Eghlima

More information

Data Centric Computing Revisited

Data Centric Computing Revisited Piyush Chaudhary Technical Computing Solutions Data Centric Computing Revisited SPXXL/SCICOMP Summer 2013 Bottom line: It is a time of Powerful Information Data volume is on the rise Dimensions of data

More information

Taming Big Data Storage with Crossroads Systems StrongBox

Taming Big Data Storage with Crossroads Systems StrongBox BRAD JOHNS CONSULTING L.L.C Taming Big Data Storage with Crossroads Systems StrongBox Sponsored by Crossroads Systems 2013 Brad Johns Consulting L.L.C Table of Contents Taming Big Data Storage with Crossroads

More information

CSC590: Selected Topics BIG DATA & DATA MINING. Lecture 2 Feb 12, 2014 Dr. Esam A. Alwagait

CSC590: Selected Topics BIG DATA & DATA MINING. Lecture 2 Feb 12, 2014 Dr. Esam A. Alwagait CSC590: Selected Topics BIG DATA & DATA MINING Lecture 2 Feb 12, 2014 Dr. Esam A. Alwagait Agenda Introduction What is Big Data Why Big Data? Characteristics of Big Data Applications of Big Data Problems

More information

Big Data Is a Big Deal: Is Your Network Ready?

Big Data Is a Big Deal: Is Your Network Ready? INTERNET VOICE TELEVISION NETWORK SERVICES CLOUD SERVICES Big Data Is a Big Deal: Is Your Network Ready? Michael Harris Kinetic Strategies 70% Big Data Is a Big Deal: Is Your Network Ready? of enterprises

More information

Big Data Solutions. Portal Development with MongoDB and Liferay. Solutions

Big Data Solutions. Portal Development with MongoDB and Liferay. Solutions Big Data Solutions Portal Development with MongoDB and Liferay Solutions Introduction Companies have made huge investments in Business Intelligence and analytics to better understand their clients and

More information

The NoSQL Ecosystem, Relaxed Consistency, and Snoop Dogg. Adam Marcus MIT CSAIL marcua@csail.mit.edu / @marcua

The NoSQL Ecosystem, Relaxed Consistency, and Snoop Dogg. Adam Marcus MIT CSAIL marcua@csail.mit.edu / @marcua The NoSQL Ecosystem, Relaxed Consistency, and Snoop Dogg Adam Marcus MIT CSAIL marcua@csail.mit.edu / @marcua About Me Social Computing + Database Systems Easily Distracted: Wrote The NoSQL Ecosystem in

More information

NoSQL Database Options

NoSQL Database Options NoSQL Database Options Introduction For this report, I chose to look at MongoDB, Cassandra, and Riak. I chose MongoDB because it is quite commonly used in the industry. I chose Cassandra because it has

More information

Big Table in Plain Language

Big Table in Plain Language Big Table in Plain Language Some people remember exactly where they were when JFK was shot. Other people remember exactly where they were when Neil Armstrong stepped on the moon. I remember exactly where

More information

Big Data: Beyond the Hype

Big Data: Beyond the Hype Big Data: Beyond the Hype Why Big Data Matters to You WHITE PAPER By DataStax Corporation March 2012 Contents Introduction... 3 Big Data and You... 5 Big Data Is More Prevalent Than You Think... 5 Big

More information

Big Systems, Big Data

Big Systems, Big Data Big Systems, Big Data When considering Big Distributed Systems, it can be noted that a major concern is dealing with data, and in particular, Big Data Have general data issues (such as latency, availability,

More information

DROSS Distributed & Resilient Open Source Software

DROSS Distributed & Resilient Open Source Software DROSS Distributed & Resilient Open Source Software Andrew Hardie http://ashardie.com ECPRD WGICT 17-21 November 2010 Chamber of Deputies, Bucharest 17-21 November 2010 ECPRD - WGICT - Bucharest 1 Topics

More information

Building Big with Big Data Now companies are in the middle of a renovation that forces them to be analytics-driven to continue being competitive.

Building Big with Big Data Now companies are in the middle of a renovation that forces them to be analytics-driven to continue being competitive. Unlocking Big Data Building Big with Big Data Now companies are in the middle of a renovation that forces them to be analytics-driven to continue being competitive. Data analysis provides a complete insight

More information

Getting Started Practical Input For Your Roadmap

Getting Started Practical Input For Your Roadmap Getting Started Practical Input For Your Roadmap Mike Ferguson Managing Director, Intelligent Business Strategies BA4ALL Big Data & Analytics Insight Conference Stockholm, May 2015 About Mike Ferguson

More information

Doing Multidisciplinary Research in Data Science

Doing Multidisciplinary Research in Data Science Doing Multidisciplinary Research in Data Science Assoc.Prof. Abzetdin ADAMOV CeDAWI - Center for Data Analytics and Web Insights Qafqaz University aadamov@qu.edu.az http://ce.qu.edu.az/~aadamov 16 May

More information

Big Data. Lyle Ungar, University of Pennsylvania

Big Data. Lyle Ungar, University of Pennsylvania Big Data Big data will become a key basis of competition, underpinning new waves of productivity growth, innovation, and consumer surplus. McKinsey Data Scientist: The Sexiest Job of the 21st Century -

More information

LARGE, DISTRIBUTED COMPUTING INFRASTRUCTURES OPPORTUNITIES & CHALLENGES. Dominique A. Heger Ph.D. DHTechnologies, Data Nubes Austin, TX, USA

LARGE, DISTRIBUTED COMPUTING INFRASTRUCTURES OPPORTUNITIES & CHALLENGES. Dominique A. Heger Ph.D. DHTechnologies, Data Nubes Austin, TX, USA LARGE, DISTRIBUTED COMPUTING INFRASTRUCTURES OPPORTUNITIES & CHALLENGES Dominique A. Heger Ph.D. DHTechnologies, Data Nubes Austin, TX, USA Performance & Capacity Studies Availability & Reliability Studies

More information

<Insert Picture Here> Big Data for the Enterprise

<Insert Picture Here> Big Data for the Enterprise Big Data for the Enterprise David Rajan, Director Technology It s the Market Conversation Big Data features on Radio 4 Today Programme 2 Big Data Appliance was GA in January IDC "Oracle's

More information

Global SME Big Data Market 2014-2018

Global SME Big Data Market 2014-2018 Brochure More information from http://www.researchandmarkets.com/reports/2873222/ Global SME Big Data Market 2014-2018 Description: About SME Big Data Big data solutions include a wide range of hardware,

More information

What Next for DBAs in the Big Data Era

What Next for DBAs in the Big Data Era What Next for DBAs in the Big Data Era February 21 st, 2015 Copyright 2013. Apps Associates LLC. 1 Satyendra Kumar Pasalapudi Associate Practice Director IMS @ Apps Associates Co Founder & President of

More information

Top 10 Enterprise NoSQL Use Cases Table of Contents

Top 10 Enterprise NoSQL Use Cases Table of Contents The Top 10 Enterprise NoSQL Use Cases Table of Contents Executive Summary... Introduction... Personalization... Profile Management... Real-Time Big Data... Content Management... Catalog... Customer 360

More information

.NET User Group Bern

.NET User Group Bern .NET User Group Bern Roger Rudin bbv Software Services AG roger.rudin@bbv.ch Agenda What is NoSQL Understanding the Motivation behind NoSQL MongoDB: A Document Oriented Database NoSQL Use Cases What is

More information

Introduction to Analytics and Big Data - Hadoop. Rob Peglar EMC Isilon

Introduction to Analytics and Big Data - Hadoop. Rob Peglar EMC Isilon Introduction to Analytics and Big Data - Hadoop Rob Peglar EMC Isilon SNIA Legal Notice The material contained in this tutorial is copyrighted by the SNIA. Member companies and individual members may use

More information

Oracle Big Data for Dummies

Oracle Big Data for Dummies Oracle Big Data for Dummies Sai Janakiram Penumuru WW Product Expert Cloud Platforms The Father of Microbiology First Microbiologist Antonie Philips van Leeuwenhoek 2 Sai Janakiram Penumuru o o o o o o

More information

EMC BACKUP MEETS BIG DATA

EMC BACKUP MEETS BIG DATA EMC BACKUP MEETS BIG DATA Strategies To Protect Greenplum, Isilon And Teradata Systems 1 Agenda Big Data: Overview, Backup and Recovery EMC Big Data Backup Strategy EMC Backup and Recovery Solutions for

More information

Impact of Big Data in Oil & Gas Industry. Pranaya Sangvai Reliance Industries Limited 04 Feb 15, DEJ, Mumbai, India.

Impact of Big Data in Oil & Gas Industry. Pranaya Sangvai Reliance Industries Limited 04 Feb 15, DEJ, Mumbai, India. Impact of Big Data in Oil & Gas Industry Pranaya Sangvai Reliance Industries Limited 04 Feb 15, DEJ, Mumbai, India. New Age Information 2.92 billions Internet Users in 2014 Twitter processes 7 terabytes

More information

Composite Data Virtualization Composite Data Virtualization And NOSQL Data Stores

Composite Data Virtualization Composite Data Virtualization And NOSQL Data Stores Composite Data Virtualization Composite Data Virtualization And NOSQL Data Stores Composite Software October 2010 TABLE OF CONTENTS INTRODUCTION... 3 BUSINESS AND IT DRIVERS... 4 NOSQL DATA STORES LANDSCAPE...

More information

Journal of Environmental Science, Computer Science and Engineering & Technology

Journal of Environmental Science, Computer Science and Engineering & Technology JECET; March 2015-May 2015; Sec. B; Vol.4.No.2, 202-209. E-ISSN: 2278 179X Journal of Environmental Science, Computer Science and Engineering & Technology An International Peer Review E-3 Journal of Sciences

More information

DIGITAL MARKETING STRATEGIES Leveraging The Back-End Tools

DIGITAL MARKETING STRATEGIES Leveraging The Back-End Tools DIGITAL MARKETING STRATEGIES Leveraging The Back-End Tools Professional Background RACING INDUSTRY EXPERIENCE: First Job Out of Undergrad: - Arlington Park, Assistant to the VP of Marketing - Sponsorship

More information

Information Stewardship: Moving From Big Data to Big Value

Information Stewardship: Moving From Big Data to Big Value Information Stewardship: Moving From Big Data to Big Value By John Burke Principal Research Analyst, Nemertes Research Executive Summary Big data stresses tools, networks, and storage infrastructures.

More information

Large-Scale Data Processing

Large-Scale Data Processing Large-Scale Data Processing Eiko Yoneki eiko.yoneki@cl.cam.ac.uk http://www.cl.cam.ac.uk/~ey204 Systems Research Group University of Cambridge Computer Laboratory 2010s: Big Data Why Big Data now? Increase

More information

Taming the Beast of Big Data

Taming the Beast of Big Data Taming the Beast of Big Data Jeff Zakrzewski Vice President Sogeti USA Local Touch, Global Reach 1 Agenda What is Big Data? Some Sources of Big Data Approaches to Big Data The Hadoop Buzz Vertical Perspective

More information

Big Data: Beyond the Hype. Why Big Data Matters to You. White Paper

Big Data: Beyond the Hype. Why Big Data Matters to You. White Paper Big Data: Beyond the Hype Why Big Data Matters to You White Paper BY DATASTAX CORPORATION October 2013 Table of Contents Abstract 3 Introduction 3 Big Data and You 5 Big Data Is More Prevalent Than You

More information

Big Data Introduction, Importance and Current Perspective of Challenges

Big Data Introduction, Importance and Current Perspective of Challenges International Journal of Advances in Engineering Science and Technology 221 Available online at www.ijaestonline.com ISSN: 2319-1120 Big Data Introduction, Importance and Current Perspective of Challenges

More information

Slave. Master. Research Scholar, Bharathiar University

Slave. Master. Research Scholar, Bharathiar University Volume 3, Issue 7, July 2013 ISSN: 2277 128X International Journal of Advanced Research in Computer Science and Software Engineering Research Paper online at: www.ijarcsse.com Study on Basically, and Eventually

More information

Big Data and Cloud Computing

Big Data and Cloud Computing . or g Chunming Rong Tomasz Wiktor Wlodarczyk Chair (IEEE CloudCom) Big Data Chair (IEEE CloudCom) Head (CIPSI) Administrative Head (CIPSI) Professor (UiS) Associate Professor (UiS) chunming.rong@uis.no

More information

Applications for Big Data Analytics

Applications for Big Data Analytics Smarter Healthcare Applications for Big Data Analytics Multi-channel sales Finance Log Analysis Homeland Security Traffic Control Telecom Search Quality Manufacturing Trading Analytics Fraud and Risk Retail:

More information

A Comparative Study on Data Analytics and Big Data Analytics

A Comparative Study on Data Analytics and Big Data Analytics A Comparative Study on Data Analytics and Big Data Analytics 1 Ananta Chandra Das, 2 Santosh Kumar Pani, 3 Sachi Nandan Mohanty 1 M.Tech School of Computer Engineering, KIIT University, Bhubaneswar, 751024,

More information