ANALYTICS MODERNIZATION TRENDS, APPROACHES, AND USE CASES. Copyright 2013, SAS Institute Inc. All rights reserved.
|
|
- Emory Walker
- 8 years ago
- Views:
Transcription
1 ANALYTICS MODERNIZATION TRENDS, APPROACHES, AND USE CASES
2 STUNNING FACT Making the Modern World: Materials and Dematerialization - Vaclav Smil
3
4 Trends in Platforms Hadoop Microsoft PDW COST PER TERABYTE Oracle Greenplum Teradata Vertica $- $20 $40 $60 $80 $100 Thousands $20 $18 $16 $14 $12 $10 $8 $6 $4 $2 $- COST PER GIGABYTE Today 2009 COST OF STORAGE, MEMORY, COMPUTING In 2000 a GB of Disk $17 today < $0.07 In 2000 a GB of Ram $1800 today < $1 In 2009 a TB of RDBMS was $70K today < $ 20K
5 Shift in Mindset Scarcity Abundance Technology constrained Process-centric Focus on cost control Everything is forbidden unless it is permitted Focus on value Discovery-centric Technology empowered Everything is permitted unless it is forbidden
6 ADVANCED ANALYTICS TEXT ANALYTICS Finding treasures in unstructured data like social media or survey tools that could uncover insights about consumer sentiment FORECASTING Leveraging historical data to drive better insight into decision-making for the future INFORMATION MANAGEMENT OPTIMIZATION Analyze massive amounts of data in order to accurately identify areas likely to produce the most profitable results DATA MINING Mine transaction databases for data of spending patterns that indicate a stolen card.. STATISTICS Copyright 2011, SAS Institute Inc. All rights reserved. 6
7 CURRENT TRENDS IN ANALYTICS Complex Business Problems Are Driving Analytics Innovation Speed Will Be Of Essence Leverage Analytics To Unlock The Information Contained In Unstructured Data Operationalizing Analytics
8 VALUE OF BIG DATA Value of Data Unknown How should we adjust? What s the cause? Questions We Know Questions We Don t Know Sales are Down! Why? Value of Data Known
9 VALUE OF BIG DATA Value of Data Unknown How should we adjust? What s the cause? Questions We Know Questions We Don t Know + EDW C op yr i g h t , S A S I n s t i t u t e I n c. A l l r i g h t s r es er v e d. Why? Value of Data Known
10 VALUE OF BIG DATA Value of Data Unknown How should we adjust? What s the cause? Questions We Know Questions We Don t Know + EDW C op yr i g h t , S A S I n s t i t u t e I n c. A l l r i g h t s r es er v e d. + Value of Data Known EDW
11 VALUE OF BIG DATA Value of Data Unknown How should we adjust? + Questions We Know Questions We Don t Know + EDW C op yr i g h t , S A S I n s t i t u t e I n c. A l l r i g h t s r es er v e d. + Value of Data Known EDW
12 VALUE OF BIG DATA Value of Data Unknown + + Questions We Know Questions We Don t Know + EDW C op yr i g h t , S A S I n s t i t u t e I n c. A l l r i g h t s r es er v e d. + Value of Data Known EDW
13 VALUE OF BIG DATA Value of Data Unknown + + Data Scientist Statistician Questions We Know Questions We Don t Know + + Manager EDW C op yr i g h t , S A S I n s t i t u t e I n c. A l l r i g h t s r es er v e d. Business Analyst Value of Data Known EDW
14 VALUE OF BIG DATA + + Statistician Data Scientist + + Manager EDW C op yr i g h t , S A S I n s t i t u t e I n c. A l l r i g h t s r es er v e d. Business Analyst EDW
15 SAS ON HADOOP
16 SAS BIG DATA STRATEGY SAS AREAS
17 17 Japan
18 SAS WITHIN THE HADOOP ECOSYSTEM User Interface SAS Enterprise Guide SAS Data Integration SAS Enterprise Miner SAS Visual Analytics SAS In-Memory Statistics for Haodop SAS User Metadata SAS Metadata Next-Gen SAS User Data Access Base SAS & SAS/ACCESS to Hadoop SAS Access to Impala In-Memory Data Access Data Processing Pig Hive Map Reduce SAS Embedded Process Accelerators Impala SAS LASR Analytic Server SAS High- Performance Analytic Procedures MPI Based File System HDFS
19 SAS ACCESS TO HADOOP SAS SERVER Hive QL HADOOP
20 SAS/ACCESS TO CLOUDERA IMPALA General-purpose SQL query engine: should work both for analytical and transactional workloads will support queries that take from milliseconds to hours low latency response, x faster than Hive Runs directly within Hadoop: deploy on existing Hadoop clusters reads widely used Hadoop file formats talks to widely used Hadoop storage managers runs on same nodes that run Hadoop processes High performance: C++ instead of Java runtime code generation completely new execution engine that does not build on MapReduce
21 SAS / EMBEDDED PROCESS SAS SERVER SAS Data Step & DS2 HADOOP SAS/Scoring Accelerator for Hadoop SAS/Code Accelerator for Hadoop (2014 Q3) SAS/Data Quality Accelerator for Hadoop (2014 Q3) SAS/Data Director* (Name TBD 2014 Q3) proc ds2 ; /* thread ~ eqiv to a mapper */ thread map_program; method run(); set dbmslib.intab; /* program statements */ end; endthread; run; /* program wrapper */ data hdf.data_reduced; dcl thread map_program map_pgm; method run(); set from map_pgm threads=n; /* reduce steps */ end; enddata; run; quit; 21
22 SAS DATA LOADER What directive do you want to perform? Show: All Directives Saved Directives Open a previously created directive to run, view, or edit. Schedule a Directive to Run Schedule a directive to run at specified dates and times Chain Directives Together Run a number of directives in a specific order. Copy Data for Visualization Copy data from Hadoop and load it into LASR for visualization. Existing data in the target table will be replaced. Copy Data to Hadoop Copy data from a source and load it into Hadoop. Existing data in the target file will be replaced. Join Tables in Hadoop Create a table in Hadoop from multiple tables. Pivot a Table in Hadoop Transpose the columns of a table in Hadoop. Transform Data in Hadoop Transform the data in an Hadoop data file. Verify Mailing Address Check the validity of the mailing address data in a table. Profile Data Create a report profiling the data in a table. Generate Business Rules Analyze data in a table and generate business rules. Send Data for Remediation Select data to send to the remediation queue for further action.
23 SAS / HIGH PERFORMANCE ANALYTICS SAS SERVER SAS HPA Procedures HADOOP SAS High-Performance Statistics SAS High-Performance Data Mining SAS High-Performance Text Mining SAS High-Performance Econometrics SAS High-Performance Forecasting SAS High-Performance Optimization
24 SAS / HIGH PERFORMANCE ANALYTICS Prepare Explore / Transform Model HPDS2 HPDMDB HPSAMPLE HPSUMMARY HPCORR HPREDUCE HPIMPUTE HPBIN HPLOGISTIC HPREG HPNEURAL HPNLIN HPCOUNTREG HPMIXED HPSEVERITY HPFOREST HPSVM HPDECIDE HPQLIM HPLSO HPSPLIT HPTMINE HPTMSCORE Copyright Copyright 2013, SAS 2014, Institute SAS Inc. Institute All rights Inc. All reserved. rights reserved.
25 IN-MEMORY (LASR BASED) SOLUTIONS ON HADOOP Added Slide SAS ANALYTIC HADOOP ENVIRONMENT WEB CLIENTS APPLICATIONS Data Director* SAS LASR ANALYTIC SERVER SAS IN-MEMORY HADOOP ERP SCM CRM Visual Analytics SAS IN-MEMORY Images Visual Statistics SAS IN-MEMORY Audio and Video In-Memory Statistics SAS IN-MEMORY Machine Logs Visual Scenario Designer SAS IN-MEMORY 25 Text f Web and Social
26 SAS VISUAL ANALYTICS Interactive exploration, dashboards and reporting Auto-charting automatically picks the best graph Forecasting, scenario analysis, Decision Trees and other analytic visualizations Text analysis and content categorization Feature-rich mobile apps for ipad and Android 26 Copyright Copyright 2013, SAS 2014, Institute SAS Inc. Institute All rights Inc. All reserved. rights reserved.
27 27 Japan
28 SAS VISUAL STATISTICS Interactive, visual application for statistical modeling and classification Multiple methods: logistic, Regression, GLM, Trees, Forest, Clustering and more Model comparison and assessment Group BY Processing Copyright Copyright 2013, SAS 2014, Institute SAS Inc. Institute All rights Inc. All reserved. rights reserved.
29 Japan
30 SUMMARY SAS ON HADOOP OPTIONS SAS Access for Hadoop SAS Accelerators (Scoring, Code, Data Quality) High Performance Analytics Visual Analytics Visual Statistics In Memory Statistics for Hadoop (coding for Data Scientist) Copyright Copyright 2013, SAS 2014, Institute SAS Inc. Institute All rights Inc. All reserved. rights reserved.
31 USE CASES
32 A LARGE CANADIAN BANK ~20 million customers ~50 countries ~85000 employees Customer Pain: Building good models takes too long!
33 ITERATIVE APPROACH TUNING MULTIPLE CUSTOMER STATE DATA MARTS Multiple Iterations Segmented Models Opportunity Acquisition Baseline models
34 MODELING RESULTS Projected profit increase to Client (Cumulative) $6 million POC Objective was to build 3 models SAS Modelers built 10 Models POC validated and monetized the business impact of High Performance Data Mining and SAS Data Management Better results Increased productivity Customer Proceeds with HPA and Data Management 34
35 LARGE TELECOMMUNICATIONS COMPANY (AP REGION) Wireless Group 70+ mil subscribers, 50+ mil are active 98% are pre-paid, the rest are post-paid With at least 20 SMS/Day/Active Subscriber, more than 1B SMS are processed daily Wireline and Broadband ~2million subscribers for residential/individual lines ~200,000 for commercial business Customer Pain Point Volume of data and complexity of requirement has outgrown the legacy infrastructure Processing time limits creativity and fine grained campaigns 35
36 BAU TO SAS HPA PLANNING HIGH PERFORMANCE ANALYTICS Data Sources Grid Computing In-Memory Analytics SAS 9.3 SAS 9.4 SAS 9.4 SAS DI-EG SAS CM SAS HPAS/EM SAS VA EXADATA Other sources High Performance Switch Legacy sources SAS Datasets RDBMS SAS Datasets SAN STORAGE 36
37 32 X SERVERS Configuration Workflow Step CPU Runtime Ratio Client, 24 cores Explore (100K) 00:01:07: Partition 00:07:54: Impute 00:01:19: Transform 00:09:45: Logistic Regression (Step) 04:09:21: HPA Appliance, 32 x 24 = 768 cores Total 04:29:27: Explore 00:00:15:81 Partition 00:00:21:52 Impute 00:00:21:47 Transform 00:00:44:28 Logistic Regression 00:01:37:99 Total 00:02:21:07 Acceleration by factor 106! 37
38 32 X SERVERS Configuration Workflow Step CPU Runtime Ratio Client, 24 cores HPA Appliance, 32 x 24 = 768 cores Explore 00:01:07: Partition 01:01:09: Impute 00:02:45: Transform 01:26:06: Neural Net 18:21:28: Total 20:52:37: Explore 00:00:15:81 Partition 00:00:21:52 Impute 00:00:21:47 Transform 00:00:44:28 Neural Net 00:02:17:40 Total 00:04:00:48 Acceleration by factor 322! 38
39 THANK YOU sas.com
SAS and Teradata Partnership
SAS and Teradata Partnership Ed Swain Senior Industry Consultant Energy & Resources Ed.Swain@teradata.com 1 Innovation and Leadership Teradata SAS Magic Quadrant for Data Warehouse Database Management
More informationGør dine big data klar til analyse på en nem måde med Hadoop og SAS Data Loader for Hadoop. Jens Dahl Mikkelsen SAS Institute
Gør dine big data klar til analyse på en nem måde med Hadoop og SAS Data Loader for Hadoop Jens Dahl Mikkelsen SAS Institute Indhold Udfordringer for analytikeren Hvordan kan SAS Data Loader for Hadoop
More informationWHAT S NEW IN SAS 9.4
WHAT S NEW IN SAS 9.4 PLATFORM, HPA & SAS GRID COMPUTING MICHAEL GODDARD CHIEF ARCHITECT SAS INSTITUTE, NEW ZEALAND SAS 9.4 WHAT S NEW IN THE PLATFORM Platform update SAS Grid Computing update Hadoop support
More informationCopyr i g ht 2014, SAS Ins titut e Inc. All rights res er ve d. WHAT S NEW IN SAS ANALYTICS 9.4
WHAT S NEW IN SAS ANALYTICS 9.4 AGENDA SAS ANALYTICS 13.1 SAS Enterprise Guide 6.1 SAS/STAT 13.1 SAS/ETS 13.1 SAS Enterprise Miner 13.1 4 SAS ANALYTICS 13.1 LATEST RELEASE OF SAS ANALYTIC SOFTWARE SAS
More informationНовое в аналитике SAS
Новое в аналитике SAS Андрей Свирщевский Руководитель направлений Аналитики и Гарантирования Доходов САС Россия/СНГ Copyright 2013, SAS Institute Inc. All rights reserved. Содержание Версии продуктов Основные
More informationHadoop & SAS Data Loader for Hadoop
Turning Data into Value Hadoop & SAS Data Loader for Hadoop Sebastiaan Schaap Frederik Vandenberghe Agenda What s Hadoop SAS Data management: Traditional In-Database In-Memory The Hadoop analytics lifecycle
More informationQUEST meeting Big Data Analytics
QUEST meeting Big Data Analytics Peter Hughes Business Solutions Consultant SAS Australia/New Zealand Copyright 2015, SAS Institute Inc. All rights reserved. Big Data Analytics WHERE WE ARE NOW 2005 2007
More informationHigh-Performance Analytics
High-Performance Analytics David Pope January 2012 Principal Solutions Architect High Performance Analytics Practice Saturday, April 21, 2012 Agenda Who Is SAS / SAS Technology Evolution Current Trends
More informationAPPROACHABLE ANALYTICS MAKING SENSE OF DATA
APPROACHABLE ANALYTICS MAKING SENSE OF DATA AGENDA SAS DELIVERS PROVEN SOLUTIONS THAT DRIVE INNOVATION AND IMPROVE PERFORMANCE. About SAS SAS Business Analytics Framework Approachable Analytics SAS for
More informationThe Future of Data Management
The Future of Data Management with Hadoop and the Enterprise Data Hub Amr Awadallah (@awadallah) Cofounder and CTO Cloudera Snapshot Founded 2008, by former employees of Employees Today ~ 800 World Class
More informationBig Data and Data Science: Behind the Buzz Words
Big Data and Data Science: Behind the Buzz Words Peggy Brinkmann, FCAS, MAAA Actuary Milliman, Inc. April 1, 2014 Contents Big data: from hype to value Deconstructing data science Managing big data Analyzing
More informationSAS and Oracle: Big Data and Cloud Partnering Innovation Targets the Third Platform
SAS and Oracle: Big Data and Cloud Partnering Innovation Targets the Third Platform David Lawler, Oracle Senior Vice President, Product Management and Strategy Paul Kent, SAS Vice President, Big Data What
More informationBringing the Power of SAS to Hadoop. White Paper
White Paper Bringing the Power of SAS to Hadoop Combine SAS World-Class Analytic Strength with Hadoop s Low-Cost, Distributed Data Storage to Uncover Hidden Opportunities Contents Introduction... 1 What
More informationHortonworks & SAS. Analytics everywhere. Page 1. Hortonworks Inc. 2011 2014. All Rights Reserved
Hortonworks & SAS Analytics everywhere. Page 1 A change in focus. A shift in Advertising From mass branding A shift in Financial Services From Educated Investing A shift in Healthcare From mass treatment
More informationOracle Big Data SQL Technical Update
Oracle Big Data SQL Technical Update Jean-Pierre Dijcks Oracle Redwood City, CA, USA Keywords: Big Data, Hadoop, NoSQL Databases, Relational Databases, SQL, Security, Performance Introduction This technical
More informationand Hadoop Technology
SAS and Hadoop Technology Overview SAS Documentation The correct bibliographic citation for this manual is as follows: SAS Institute Inc. 2015. SAS and Hadoop Technology: Overview. Cary, NC: SAS Institute
More informationANALYTICS IN BIG DATA ERA
ANALYTICS IN BIG DATA ERA ANALYTICS TECHNOLOGY AND ARCHITECTURE TO MANAGE VELOCITY AND VARIETY, DISCOVER RELATIONSHIPS AND CLASSIFY HUGE AMOUNT OF DATA MAURIZIO SALUSTI SAS Copyr i g ht 2012, SAS Ins titut
More informationCollaborative Big Data Analytics. Copyright 2012 EMC Corporation. All rights reserved.
Collaborative Big Data Analytics 1 Big Data Is Less About Size, And More About Freedom TechCrunch!!!!!!!!! Total data: bigger than big data 451 Group Findings: Big Data Is More Extreme Than Volume Gartner!!!!!!!!!!!!!!!
More informationThe Future of Data Management with Hadoop and the Enterprise Data Hub
The Future of Data Management with Hadoop and the Enterprise Data Hub Amr Awadallah Cofounder & CTO, Cloudera, Inc. Twitter: @awadallah 1 2 Cloudera Snapshot Founded 2008, by former employees of Employees
More informationIn-Memory Analytics for Big Data
In-Memory Analytics for Big Data Game-changing technology for faster, better insights WHITE PAPER SAS White Paper Table of Contents Introduction: A New Breed of Analytics... 1 SAS In-Memory Overview...
More informationBIG DATA: FROM HYPE TO REALITY. Leandro Ruiz Presales Partner for C&LA Teradata
BIG DATA: FROM HYPE TO REALITY Leandro Ruiz Presales Partner for C&LA Teradata Evolution in The Use of Information Action s ACTIVATING MAKE it happen! Insights OPERATIONALIZING WHAT IS happening now? PREDICTING
More informationEMC Greenplum Driving the Future of Data Warehousing and Analytics. Tools and Technologies for Big Data
EMC Greenplum Driving the Future of Data Warehousing and Analytics Tools and Technologies for Big Data Steven Hillion V.P. Analytics EMC Data Computing Division 1 Big Data Size: The Volume Of Data Continues
More informationHDP Hadoop From concept to deployment.
HDP Hadoop From concept to deployment. Ankur Gupta Senior Solutions Engineer Rackspace: Page 41 27 th Jan 2015 Where are you in your Hadoop Journey? A. Researching our options B. Currently evaluating some
More informationExecutive Summary... 2 Introduction... 3. Defining Big Data... 3. The Importance of Big Data... 4 Building a Big Data Platform...
Executive Summary... 2 Introduction... 3 Defining Big Data... 3 The Importance of Big Data... 4 Building a Big Data Platform... 5 Infrastructure Requirements... 5 Solution Spectrum... 6 Oracle s Big Data
More informationWell packaged sets of preinstalled, integrated, and optimized software on select hardware in the form of engineered systems and appliances
INSIGHT Oracle's All- Out Assault on the Big Data Market: Offering Hadoop, R, Cubes, and Scalable IMDB in Familiar Packages Carl W. Olofson IDC OPINION Global Headquarters: 5 Speen Street Framingham, MA
More informationNative Connectivity to Big Data Sources in MSTR 10
Native Connectivity to Big Data Sources in MSTR 10 Bring All Relevant Data to Decision Makers Support for More Big Data Sources Optimized Access to Your Entire Big Data Ecosystem as If It Were a Single
More informationSAS ANALYTIC SOLUTIONS RUNNING ON A HADOOP CLUSTER USING YARN JAMES KOCHUBA. Copyright 2015, SAS Institute Inc. All rights reserved.
SAS ANALYTIC SOLUTIONS RUNNING ON A HADOO CLUSTR USING YARN JAMS KOCHUBA MARKT LADR IN DATA & ANALYTICS Great laces to Work Awards 15 COUNTRIS 2 MULTINATIONAL SAS Industry Average Revenue Reinvested in
More informationCost-Effective Business Intelligence with Red Hat and Open Source
Cost-Effective Business Intelligence with Red Hat and Open Source Sherman Wood Director, Business Intelligence, Jaspersoft September 3, 2009 1 Agenda Introductions Quick survey What is BI?: reporting,
More informationOracle Big Data Essentials
Oracle University Contact Us: Local: 1800 103 4775 Intl: +91 80 40291196 Oracle Big Data Essentials Duration: 3 Days What you will learn This Oracle Big Data Essentials training deep dives into using the
More informationAn Integrated Analytics & Big Data Infrastructure September 21, 2012 Robert Stackowiak, Vice President Data Systems Architecture Oracle Enterprise
An Integrated Analytics & Big Data Infrastructure September 21, 2012 Robert Stackowiak, Vice President Data Systems Architecture Oracle Enterprise Solutions Group The following is intended to outline our
More informationIntroducing Oracle Exalytics In-Memory Machine
Introducing Oracle Exalytics In-Memory Machine Jon Ainsworth Director of Business Development Oracle EMEA Business Analytics 1 Copyright 2011, Oracle and/or its affiliates. All rights Agenda Topics Oracle
More informationPaper SAS033-2014 Techniques in Processing Data on Hadoop
Paper SAS033-2014 Techniques in Processing Data on Hadoop Donna De Capite, SAS Institute Inc., Cary, NC ABSTRACT Before you can analyze your big data, you need to prepare the data for analysis. This paper
More informationAn Oracle White Paper June 2012. High Performance Connectors for Load and Access of Data from Hadoop to Oracle Database
An Oracle White Paper June 2012 High Performance Connectors for Load and Access of Data from Hadoop to Oracle Database Executive Overview... 1 Introduction... 1 Oracle Loader for Hadoop... 2 Oracle Direct
More information9.4 Intelligence. SAS Platform. Overview Second Edition. SAS Documentation
SAS Platform Overview Second Edition 9.4 Intelligence SAS Documentation The correct bibliographic citation for this manual is as follows: SAS Institute Inc. 2016. SAS 9.4 Intelligence Platform: Overview,
More informationHadoop and Relational Database The Best of Both Worlds for Analytics Greg Battas Hewlett Packard
Hadoop and Relational base The Best of Both Worlds for Analytics Greg Battas Hewlett Packard The Evolution of Analytics Mainframe EDW Proprietary MPP Unix SMP MPP Appliance Hadoop? Questions Is Hadoop
More informationUNIFY YOUR (BIG) DATA
UNIFY YOUR (BIG) DATA ANALYTIC STRATEGY GIVE ANY USER ANY ANALYTIC ON ANY DATA Scott Gnau President, Teradata Labs scott.gnau@teradata.com t Unify Your (Big) Data Analytic Strategy Technology excitement:
More informationAn Oracle White Paper October 2011. Oracle: Big Data for the Enterprise
An Oracle White Paper October 2011 Oracle: Big Data for the Enterprise Executive Summary... 2 Introduction... 3 Defining Big Data... 3 The Importance of Big Data... 4 Building a Big Data Platform... 5
More informationArchitecting 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 informationBig Data and Advanced Analytics Technologies for the Smart Grid
1 Big Data and Advanced Analytics Technologies for the Smart Grid Arnie de Castro, PhD SAS Institute IEEE PES 2014 General Meeting July 27-31, 2014 Panel Session: Using Smart Grid Data to Improve Planning,
More informationIntegrated Grid Solutions. and Greenplum
EMC Perspective Integrated Grid Solutions from SAS, EMC Isilon and Greenplum Introduction Intensifying competitive pressure and vast growth in the capabilities of analytic computing platforms are driving
More informationEnd to End Solution to Accelerate Data Warehouse Optimization. Franco Flore Alliance Sales Director - APJ
End to End Solution to Accelerate Data Warehouse Optimization Franco Flore Alliance Sales Director - APJ Big Data Is Driving Key Business Initiatives Increase profitability, innovation, customer satisfaction,
More informationMike Maxey. Senior Director Product Marketing Greenplum A Division of EMC. Copyright 2011 EMC Corporation. All rights reserved.
Mike Maxey Senior Director Product Marketing Greenplum A Division of EMC 1 Greenplum Becomes the Foundation of EMC s Big Data Analytics (July 2010) E M C A C Q U I R E S G R E E N P L U M For three years,
More informationSAP and Hortonworks Reference Architecture
SAP and Hortonworks Reference Architecture Hortonworks. We Do Hadoop. June Page 1 2014 Hortonworks Inc. 2011 2014. All Rights Reserved A Modern Data Architecture With SAP DATA SYSTEMS APPLICATIO NS Statistical
More informationDATA VISUALIZATION: CONVERTING INFORMATION TO DECISIONS DAVID FRONING, PRINCIPAL PRODUCT MANAGER
DATA VISUALIZATION: CONVERTING INFORMATION TO DECISIONS DAVID FRONING, PRINCIPAL PRODUCT MANAGER SAS WHO WE ARE World leader in analytics Founded in 1976 400 offices world-wide Used at 65,000 sites in
More informationExtend your analytic capabilities with SAP Predictive Analysis
September 9 11, 2013 Anaheim, California Extend your analytic capabilities with SAP Predictive Analysis Charles Gadalla Learning Points Advanced analytics strategy at SAP Simplifying predictive analytics
More informationPlease give me your feedback
Please give me your feedback Session BB4089 Speaker Claude Lorenson, Ph. D and Wendy Harms Use the mobile app to complete a session survey 1. Access My schedule 2. Click on this session 3. Go to Rate &
More informationHadoop Big Data for Processing Data and Performing Workload
Hadoop Big Data for Processing Data and Performing Workload Girish T B 1, Shadik Mohammed Ghouse 2, Dr. B. R. Prasad Babu 3 1 M Tech Student, 2 Assosiate professor, 3 Professor & Head (PG), of Computer
More informationGreenplum Database. Getting Started with Big Data Analytics. Ofir Manor Pre Sales Technical Architect, EMC Greenplum
Greenplum Database Getting Started with Big Data Analytics Ofir Manor Pre Sales Technical Architect, EMC Greenplum 1 Agenda Introduction to Greenplum Greenplum Database Architecture Flexible Database Configuration
More informationEnterprise Data Management in an In-Memory World
Enterprise Data Management in an In-Memory World Tactics for Loading SAS High-Performance Analytics Server and SAS Visual Analytics WHITE PAPER SAS White Paper Table of Contents Executive Summary.... 1
More informationAdvanced In-Database Analytics
Advanced In-Database Analytics Tallinn, Sept. 25th, 2012 Mikko-Pekka Bertling, BDM Greenplum EMEA 1 That sounds complicated? 2 Who can tell me how best to solve this 3 What are the main mathematical functions??
More informationAn Oracle White Paper June 2013. Oracle: Big Data for the Enterprise
An Oracle White Paper June 2013 Oracle: Big Data for the Enterprise Executive Summary... 2 Introduction... 3 Defining Big Data... 3 The Importance of Big Data... 4 Building a Big Data Platform... 5 Infrastructure
More informationNews and trends in Data Warehouse Automation, Big Data and BI. Johan Hendrickx & Dirk Vermeiren
News and trends in Data Warehouse Automation, Big Data and BI Johan Hendrickx & Dirk Vermeiren Extreme Agility from Source to Analysis DWH Appliances & DWH Automation Typical Architecture 3 What Business
More informationHDP Enabling the Modern Data Architecture
HDP Enabling the Modern Data Architecture Herb Cunitz President, Hortonworks Page 1 Hortonworks enables adoption of Apache Hadoop through HDP (Hortonworks Data Platform) Founded in 2011 Original 24 architects,
More informationComprehensive Analytics on the Hortonworks Data Platform
Comprehensive Analytics on the Hortonworks Data Platform We do Hadoop. Page 1 Page 2 Back to 2005 Page 3 Vertical Scaling Page 4 Vertical Scaling Page 5 Vertical Scaling Page 6 Horizontal Scaling Page
More informationI/O Considerations in Big Data Analytics
Library of Congress I/O Considerations in Big Data Analytics 26 September 2011 Marshall Presser Federal Field CTO EMC, Data Computing Division 1 Paradigms in Big Data Structured (relational) data Very
More informationBig Data and the Analytic Race. Copyright 2012, SAS Institute Inc. All rights reserved.
Big Data and the Analytic Race What is Big Data? Big Data When volume, velocity and variety of data exceeds an organization s storage or compute capacity for accurate and timely decision-making The Data
More informationForecast of Big Data Trends. Assoc. Prof. Dr. Thanachart Numnonda Executive Director IMC Institute 3 September 2014
Forecast of Big Data Trends Assoc. Prof. Dr. Thanachart Numnonda Executive Director IMC Institute 3 September 2014 Big Data transforms Business 2 Data created every minute Source http://mashable.com/2012/06/22/data-created-every-minute/
More informationAdvanced Big Data Analytics with R and Hadoop
REVOLUTION ANALYTICS WHITE PAPER Advanced Big Data Analytics with R and Hadoop 'Big Data' Analytics as a Competitive Advantage Big Analytics delivers competitive advantage in two ways compared to the traditional
More informationMajed 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 informationModern Data Architecture for Predictive Analytics
Modern Data Architecture for Predictive Analytics David Smith VP Marketing and Community - Revolution Analytics John Kreisa VP Strategic Marketing- Hortonworks Hortonworks Inc. 2013 Page 1 Your Presenters
More informationPerformance and Scalability Overview
Performance and Scalability Overview This guide provides an overview of some of the performance and scalability capabilities of the Pentaho Business Analytics Platform. Contents Pentaho Scalability and
More informationHow to use Big Data in Industry 4.0 implementations. LAURI ILISON, PhD Head of Big Data and Machine Learning
How to use Big Data in Industry 4.0 implementations LAURI ILISON, PhD Head of Big Data and Machine Learning Big Data definition? Big Data is about structured vs unstructured data Big Data is about Volume
More informationWhite Paper. How Streaming Data Analytics Enables Real-Time Decisions
White Paper How Streaming Data Analytics Enables Real-Time Decisions Contents Introduction... 1 What Is Streaming Analytics?... 1 How Does SAS Event Stream Processing Work?... 2 Overview...2 Event Stream
More informationBig Data & QlikView. Democratizing Big Data Analytics. David Freriks Principal Solution Architect
Big Data & QlikView Democratizing Big Data Analytics David Freriks Principal Solution Architect TDWI Vancouver Agenda What really is Big Data? How do we separate hype from reality? How does that relate
More informationDRIVING THE CHANGE ENABLING TECHNOLOGY FOR FINANCE 15 TH FINANCE TECH FORUM SOFIA, BULGARIA APRIL 25 2013
DRIVING THE CHANGE ENABLING TECHNOLOGY FOR FINANCE 15 TH FINANCE TECH FORUM SOFIA, BULGARIA APRIL 25 2013 BRAD HATHAWAY REGIONAL LEADER FOR INFORMATION MANAGEMENT AGENDA Major Technology Trends Focus on
More informationOracle Big Data Strategy Simplified Infrastrcuture
Big Data Oracle Big Data Strategy Simplified Infrastrcuture Selim Burduroğlu Global Innovation Evangelist & Architect Education & Research Industry Business Unit Oracle Confidential Internal/Restricted/Highly
More informationINVESTOR PRESENTATION. First Quarter 2014
INVESTOR PRESENTATION First Quarter 2014 Note to Investors Certain non-gaap financial information regarding operating results may be discussed during this presentation. Reconciliations of the differences
More informationDell In-Memory Appliance for Cloudera Enterprise
Dell In-Memory Appliance for Cloudera Enterprise Hadoop Overview, Customer Evolution and Dell In-Memory Product Details Author: Armando Acosta Hadoop Product Manager/Subject Matter Expert Armando_Acosta@Dell.com/
More informationHadoop Ecosystem B Y R A H I M A.
Hadoop Ecosystem B Y R A H I M A. History of Hadoop Hadoop was created by Doug Cutting, the creator of Apache Lucene, the widely used text search library. Hadoop has its origins in Apache Nutch, an open
More informationSAP Predictive Analytics: An Overview and Roadmap. Charles Gadalla, SAP @cgadalla SESSION CODE: 603
SAP Predictive Analytics: An Overview and Roadmap Charles Gadalla, SAP @cgadalla SESSION CODE: 603 Advanced Analytics SAP Vision Embed Smart Agile Analytics into Decision Processes to Deliver Business
More informationTeradata s Big Data Technology Strategy & Roadmap
Teradata s Big Data Technology Strategy & Roadmap Artur Borycki, Director International Solutions Marketing 18 March 2014 Agenda > Introduction and level-set > Enabling the Logical Data Warehouse > Any
More informationEVERYTHING THAT MATTERS IN ADVANCED ANALYTICS
EVERYTHING THAT MATTERS IN ADVANCED ANALYTICS Marcia Kaufman, Principal Analyst, Hurwitz & Associates Dan Kirsch, Senior Analyst, Hurwitz & Associates Steve Stover, Sr. Director, Product Management, Predixion
More informationBig 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 informationTips and Techniques for Efficiently Updating and Loading Data into SAS Visual Analytics
Paper SAS1905-2015 Tips and Techniques for Efficiently Updating and Loading Data into SAS Visual Analytics Kerri L. Rivers and Christopher Redpath, SAS Institute Inc., Cary, NC ABSTRACT So you have big
More informationOracle s Big Data solutions. Roger Wullschleger. <Insert Picture Here>
s Big Data solutions Roger Wullschleger DBTA Workshop on Big Data, Cloud Data Management and NoSQL 10. October 2012, Stade de Suisse, Berne 1 The following is intended to outline
More informationIntegrated Big Data: Hadoop + DBMS + Discovery for SAS High Performance Analytics
Paper 1828-2014 Integrated Big Data: Hadoop + DBMS + Discovery for SAS High Performance Analytics John Cunningham, Teradata Corporation, Danville, CA ABSTRACT SAS High Performance Analytics (HPA) is a
More informationOracle Big Data Discovery Unlock Potential in Big Data Reservoir
Oracle Big Data Discovery Unlock Potential in Big Data Reservoir Gokula Mishra Premjith Balakrishnan Business Analytics Product Group September 29, 2014 Copyright 2014, Oracle and/or its affiliates. All
More informationSAS Visual Analytics. fact sheet What does SAS Visual Analytics do? Benefits
fact sheet What does SAS Visual Analytics do? SAS Visual Analytics provides a complete platform for analytics visualization, enabling you to identify patterns and relationships in data that weren t initially
More informationData Mining from A to Z: Better Insights, New Opportunities WHITE PAPER
Data Mining from A to Z: Better Insights, New Opportunities WHITE PAPER SAS White Paper Table of Contents Introduction.... 1 How Do Predictive Analytics and Data Mining Work?.... 2 The Data Mining Process....
More informationIBM BigInsights Has Potential If It Lives Up To Its Promise. InfoSphere BigInsights A Closer Look
IBM BigInsights Has Potential If It Lives Up To Its Promise By Prakash Sukumar, Principal Consultant at iolap, Inc. IBM released Hadoop-based InfoSphere BigInsights in May 2013. There are already Hadoop-based
More informationHP Vertica. Echtzeit-Analyse extremer Datenmengen und Einbindung von Hadoop. Helmut Schmitt Sales Manager DACH
HP Vertica Echtzeit-Analyse extremer Datenmengen und Einbindung von Hadoop Helmut Schmitt Sales Manager DACH Big Data is a Massive Disruptor 2 A 100 fold multiplication in the amount of data is a 10,000
More informationFinancial, Telco, Retail, & Manufacturing: Hadoop Business Services for Industries
Financial, Telco, Retail, & Manufacturing: Hadoop Business Services for Industries Ho Wing Leong, ASEAN 1 Cloudera company snapshot Founded Company Employees Today World Class Support Mission CriQcal 2008,
More informationBringing Big Data Modelling into the Hands of Domain Experts
Bringing Big Data Modelling into the Hands of Domain Experts David Willingham Senior Application Engineer MathWorks david.willingham@mathworks.com.au 2015 The MathWorks, Inc. 1 Data is the sword of the
More informationSAP Solution Brief SAP HANA. Transform Your Future with Better Business Insight Using Predictive Analytics
SAP Brief SAP HANA Objectives Transform Your Future with Better Business Insight Using Predictive Analytics Dealing with the new reality Dealing with the new reality Organizations like yours can identify
More informationManaging Big Data with Hadoop & Vertica. A look at integration between the Cloudera distribution for Hadoop and the Vertica Analytic Database
Managing Big Data with Hadoop & Vertica A look at integration between the Cloudera distribution for Hadoop and the Vertica Analytic Database Copyright Vertica Systems, Inc. October 2009 Cloudera and Vertica
More informationKNIME & Avira, or how I ve learned to love Big Data
KNIME & Avira, or how I ve learned to love Big Data Facts about Avira (AntiVir) 100 mio. customers Extreme Reliability 500 employees (Tettnang, San Francisco, Kuala Lumpur, Bucharest, Amsterdam) Company
More informationSQL Server 2012 PDW. Ryan Simpson Technical Solution Professional PDW Microsoft. Microsoft SQL Server 2012 Parallel Data Warehouse
SQL Server 2012 PDW Ryan Simpson Technical Solution Professional PDW Microsoft Microsoft SQL Server 2012 Parallel Data Warehouse Massively Parallel Processing Platform Delivers Big Data HDFS Delivers Scale
More informationSafe Harbor Statement
Safe Harbor Statement The following is intended to outline our general product direction. It is intended for information purposes only, and may not be incorporated into any contract. It is not a commitment
More informationData Lake In Action: Real-time, Closed Looped Analytics On Hadoop
1 Data Lake In Action: Real-time, Closed Looped Analytics On Hadoop 2 Pivotal s Full Approach It s More Than Just Hadoop Pivotal Data Labs 3 Why Pivotal Exists First Movers Solve the Big Data Utility Gap
More informationTapping Into Hadoop and NoSQL Data Sources with MicroStrategy. Presented by: Jeffrey Zhang and Trishla Maru
Tapping Into Hadoop and NoSQL Data Sources with MicroStrategy Presented by: Jeffrey Zhang and Trishla Maru Agenda Big Data Overview All About Hadoop What is Hadoop? How does MicroStrategy connects to Hadoop?
More informationArchitecture & Experience
Architecture & Experience Data Mining - Combination from SAP HANA, R & Hadoop Markus Severin, Solution Principal Copyright 2014 Hewlett-Packard Development Company, L.P. The information contained herein
More informationSOLVING REAL AND BIG (DATA) PROBLEMS USING HADOOP. Eva Andreasson Cloudera
SOLVING REAL AND BIG (DATA) PROBLEMS USING HADOOP Eva Andreasson Cloudera Most FAQ: Super-Quick Overview! The Apache Hadoop Ecosystem a Zoo! Oozie ZooKeeper Hue Impala Solr Hive Pig Mahout HBase MapReduce
More informationBig Data on Microsoft Platform
Big Data on Microsoft Platform Prepared by GJ Srinivas Corporate TEG - Microsoft Page 1 Contents 1. What is Big Data?...3 2. Characteristics of Big Data...3 3. Enter Hadoop...3 4. Microsoft Big Data Solutions...4
More informationSEIZE THE DATA. 2015 SEIZE THE DATA. 2015
1 Copyright 2015 Hewlett-Packard Development Company, L.P. The information contained herein is subject to change without notice. BIG DATA CONFERENCE 2015 Boston August 10-13 Predicting and reducing deforestation
More informationBig Data Analytics. Copyright 2011 EMC Corporation. All rights reserved.
Big Data Analytics 1 Priority Discussion Topics What are the most compelling business drivers behind big data analytics? Do you have or expect to have data scientists on your staff, and what will be their
More informationCapitalize on Big Data for Competitive Advantage with Bedrock TM, an integrated Management Platform for Hadoop Data Lakes
Capitalize on Big Data for Competitive Advantage with Bedrock TM, an integrated Management Platform for Hadoop Data Lakes Highly competitive enterprises are increasingly finding ways to maximize and accelerate
More informationSAP Real-time Data Platform. April 2013
SAP Real-time Data Platform April 2013 Agenda Introduction SAP Real Time Data Platform Overview SAP Sybase ASE SAP Sybase IQ SAP EIM Questions and Answers 2012 SAP AG. All rights reserved. 2 Introduction
More informationPerformance and Scalability Overview
Performance and Scalability Overview This guide provides an overview of some of the performance and scalability capabilities of the Pentaho Business Analytics platform. PENTAHO PERFORMANCE ENGINEERING
More informationADVANCED ANALYTICS AND FRAUD DETECTION THE RIGHT TECHNOLOGY FOR NOW AND THE FUTURE
ADVANCED ANALYTICS AND FRAUD DETECTION THE RIGHT TECHNOLOGY FOR NOW AND THE FUTURE Big Data Big Data What tax agencies are or will be seeing! Big Data Large and increased data volumes New and emerging
More information