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Copyr ight © 2014, SAS Institute Inc. All rights reser ved.
WITH THE RISE OF OPEN SOURCE, WHY
ORGANIZATIONS STILL TURN TO SAS
BRIAN GARRETT
Copyr ight © 2014, SAS Institute Inc. All rights reser ved.
WHY SAS?
• Experience and Expertise
• Value
• Innovation
• Leadership in Analytics
Copyr ight © 2014, SAS Institute Inc. All rights reser ved.
EXPERTISE AND EXPERIENCE
Copyr ight © 2014, SAS Institute Inc. All rights reser ved.
SAS
• Founded in 1976
• 13,500 employees
• 400 offices worldwide
• World’s largest privately held software company
• 25% of revenue into R&D
Copyr ight © 2014, SAS Institute Inc. All rights reser ved.
EXPERTISE EMPLOYEES ARE OUR BIGGEST ASSET
• Average tenure 10 years
• 464 employees have worked 25 years or more
• Annual turnover rate 3%, compared to 22% industry average
Copyr ight © 2014, SAS Institute Inc. All rights reser ved.
EXPERTISE
• Statistical Products development and testing
• 85% advanced degrees
• over half PhDs in Statistics, Mathematics, Operations Research
• Advanced Analytics Lab
• 98% advanced degrees in Statistics, Mathematics, Operations Research
• One third PhDs
• JMP developers and testers
• 78% advanced degrees
Copyr ight © 2014, SAS Institute Inc. All rights reser ved.
SAS CUSTOMERS EXPERIENCE ACROSS ALL INDUSTRIES
• Customers in 70,000 sites in 135 Countries
• 90 of the top 100 Fortune Global 500® list
Copyr ight © 2014, SAS Institute Inc. All rights reser ved.
SAS MORE THAN JUST A SINGLE PRODUCT
Copyr ight © 2014, SAS Institute Inc. All rights reser ved.
PRODUCTS …AND SOLUTIONS
SAS/ACCESS®; SAS® Activity-Based Management; SAS® Add-In for Microsoft Office; SAS/AF®; SAS® Analytics Accelerator for Teradata; SAS® Anti-Money Laundering; SAS®
AppDev Studio™; SAS/ASSIST®; SAS® Banking Analytics Architecture; Base SAS®; SAS® Authentication Server; SAS® Business Intelligence Dashboard; SAS® Business
Intelligence Portal and Portlets; SAS® Business Intelligence Report Services; SAS® Bridge for ESRI; SAS® Business Rules Manager; SAS® Campaign Management; SAS® CGI
Tools; SAS® Clinical Data Integration; SAS® Clinical Standards Toolkit; SAS® Contact Center Planning and Optimization; SAS/CONNECT®; SAS® Credit Risk Management for
Banking; SAS® Credit Scoring for Banking; SAS® Customer Analytics for Banking; SAS® Customer Analytics for Communications; SAS® Customer Analytics for Retail; SAS®
Customer Due Diligence; SAS® Customer Experience Analytics; Dataflux® Address Update; DataFlux® Data Management Server; DataFlux® Data Management Studio; SAS®
Data Management Web Studio; SAS® Data Integration Studio; SAS® Data Quality Server; SAS® Data Surveyor for Oracle Applications; SAS Data Surveyor for Salesforce.com;
SAS® Data Surveyor for SAP; SAS® Data Surveyor for Siebel; SAS® Decision Manager; SAS® Demand-Driven Planning and Optimization; SAS® Deployment Tester; SAS®
Digital Marketing; SAS® Drug Development; SAS/EIS®; SAS® Energy Distribution Optimization; SAS® Enterprise Business Intelligence; SAS® Enterprise Guide®; SAS®
Enterprise Case Management; SAS® Enterprise GRC; SAS® Enterprise Miner™; SAS/ETS®; SAS® Environment Manager; SAS® Federation Server; Financial Crimes Monitor;
SAS® Financial Management; SAS® Forecasting for Desktop; SAS® Forecast Analyst Workbench; SAS® Forecast Server; SAS® Foundation Services; SAS® Fraud
Management; SAS/FSP®; SAS/Genetics™; SAS/GIS®; SAS/GRAPH®; SAS® Health Outcomes Analysis; SAS® High-Performance Analytics Platform; SAS® High Performance
Anti-Money Laundering; SAS® High-Performance Data Mining; SAS® High-Performance Econometrics; SAS® High-Performance Forecasting; SAS® High Performance
Marketing Optimization; SAS® High-Performance Optimization; SAS® High-Performance Statistics; SAS® High-Performance Text Mining; SAS® High Performance Risk; SAS®
Human Capital Management; SAS/IML®; SAS/IML Studio; SAS/IntrNet®; SAS® Information Delivery Portal; SAS® Information Map Studio; SAS® Integration Technologies;
SAS® IT Resource Management; SAS® Inventory Optimization Workbench; SAS® Inventory Optimization Workbench; SAS® IT Resource Management; JMP®; JMP® Clinical;
JMP® Genomics; JMP® Pro; SAS® LASR Analytic Server; SAS® Management Console; SAS® Markdown Optimization; SAS® Marketing Automation; SAS®` Marketing
Optimization; SAS® Merchandise Allocation; SAS® Merchandise Planning; SAS® Metadata Bridges; SAS® Metadata Server; SAS® Mobile BI; SAS® Model Manager; SAS®
Network Algorithms; SAS® Office Analytics; SAS® OLAP Cube Studio; SAS® OLAP Monitor; SAS® Offer Optimization for Communications; SAS® OLAP Server; SAS®
OnDemand for Academics; SAS® OnDemand for Professionals; SAS® OpRisk VaR; SAS/OR®; SAS® Package Reader; SAS® Pack Optimization; SAS® Peer Group Analysis;
SAS® Personal Login Manager; SAS® Predictive Asset Maintenance; SAS® Profitability Management; SAS® Promotion Optimization; SAS/QC®; SAS® Quality Knowledge
Base; SAS® Real-Time Decision Manager; SAS® Regular Price Optimization; SAS® Risk Dimensions®; SAS® Risk Management for Banking; SAS® Risk Management for
Insurance; SAS® Risk Reporting Repository; SAS® Scalable Performance Data Engine; SAS® Scalable Performance Data Server®; SAS® Scoring Accelerator;
SAS/SECURE®; SAS® Security Intelligence Workbench; SAS/SESSION®; SAS/SHARE®; SAS® Simulation Studio; SAS® Size Profiling; SAS® Social Network Analysis; SAS®
Space Optimization; SAS® Space Planning; SAS/STAT®; SAS® StoreCAD Plus; SAS® Strategy Management; SAS® Text Analytics; SAS® Text Miner; SAS® Time Series
Studio; SAS/TOOLKIT®; SAS® Visual Analytics; SAS® Visual Analytics Administrator; SAS® Visual Analytics Designer; SAS® Visual Analytics Explorer; SAS® Visual Analytics
Hub; SAS® Visual Analytics Report Viewer; SAS® Visual Data Builder; SAS® Visual Data Discovery; SAS® Visual Scenario Designer; SAS/Warehouse Administrator®; SAS®
Warranty Analysis; SAS® Web Editor; SAS® Web Parts for Microsoft SharePoint; SAS® Web Report Viewer; SAS® Web Report Studio; SAS® Workflow Studio.
Copyr ight © 2014, SAS Institute Inc. All rights reser ved.
SAS ANALYTICS THE ANALYTICS LIFE CYCLE
Domain Expert
Makes Decisions
Evaluates Processes and ROI
BUSINESS
MANAGER
Model Validation
Model Deployment
Model Monitoring
Data Preparation
IT SYSTEMS /
MANAGEMENT
Data Exploration
Data Visualization
Report Creation
BUSINESS
ANALYST
Exploratory Analysis
Descriptive Segmentation
Predictive Modeling
DATA MINER /
STATISTICIAN
IDENTIFY /
FORMULATE
PROBLEM
DATA
PREPARATION
DATA
EXPLORATION
TRANSFORM
& SELECT
BUILD
MODEL
VALIDATE
MODEL
DEPLOY
MODEL
EVALUATE /
MONITOR
RESULTS
DEPLOY
MODEL
Copyr ight © 2014, SAS Institute Inc. All rights reser ved.
INTEGRATION WITH OPEN SOURCE
Copyr ight © 2014, SAS Institute Inc. All rights reser ved.
OPEN SOURCE
INTEGRATION
SAS/IML SOFTWARE
• SAS/IML supports matrix-vector computation
• User has flexibility to create custom functions
• Takes advantage of built-in functions, subroutines, and SAS
procedures
• Enables interface with R language – can submit R code within SAS
• Can move between SAS and R data structures
• Access R functions and packages
Copyr ight © 2014, SAS Institute Inc. All rights reser ved.
OPEN SOURCE
INTEGRATION
SAS/IML STUDIO
Copyr ight © 2014, SAS Institute Inc. All rights reser ved.
OPEN SOURCE
INTEGRATION
SAS® ENTERPRISE MINER
Create ensemble models
by combining the results of
R and SAS
Perform model
comparison to obtain the
best model
R model
SAS model
Copyr ight © 2014, SAS Institute Inc. All rights reser ved.
OPEN SOURCE
INTEGRATION
ENSEMBLE MODELS
Ensemble model
improvementsCrucial improvement in
targeting populations
that impact critical
business decisions
Copyr ight © 2014, SAS Institute Inc. All rights reser ved.
OPEN SOURCE
INTEGRATION
ENTERPRISE MINER
• Access sophisticated R graphics
• Available PMML output for the following R models
• Merge mode allows nearly any R package
• Linear Models (lm)
• Multinomial Log-Linear Models (multinom {nnet})
• Generalized Linear Models (glm {stats})
• Decision Trees (rpart)
• Neural Networks (nnet)
• K-Means clustering (kmeans {stats})
Copyr ight © 2014, SAS Institute Inc. All rights reser ved.
OPEN SOURCE
INTEGRATION
DATA PREPARATION USING SAS
• R does not allow automatic treatment of measurement levels, character variables and
missing values.
• Working with missing values, variable data types and formats can be easily
accomplished in SAS and then models in R can be built and combined with SAS
Copyr ight © 2014, SAS Institute Inc. All rights reser ved.
OPEN SOURCE
INTEGRATION
MODEL DEPLOYMENT AND MONITORING
• SAS Model Manager streamlines the steps of creating, managing,
deploying, monitoring and operationalizing analytic models
• Can import R models in Model Manager
• Can transform the scored output into a SAS dataset for reporting
• SAS scoring accelerator for Hadoop enables pushing score code
directly into Hadoop – reduce data movement significantly
Manage
Data
Explore
Data
Develop
Models
Deploy
and
Monitor
Copyr ight © 2014, SAS Institute Inc. All rights reser ved.
TOTAL COST OF OWNERSHIP
Copyr ight © 2014, SAS Institute Inc. All rights reser ved.
The Analytic
Ecosystem
THE MAKE-UP OF THE ANALYTIC ECOSYSTEM
Hardware
HumanCapital(IT)
Human Capital (LOB)
Software
Copyr ight © 2014, SAS Institute Inc. All rights reser ved.
Adoption of Technology
Legacy Platforms
+ Warehouse Grid + Warehouse Grid + HADOOP Storage
Grid + Hadoop
Storage and Compute
+ In-Memory
Grid + HADOOP Storage
and Compute
TotalCostofOwnership
Adoption of Technology
MODERNIZATION OF THE ANALYTIC ECOSYSTEM
Legacy Platforms
+ Warehouse
Grid + Warehouse
Grid + HADOOP
Storage
Grid + HADOOP
Storage and Compute
+ In-Memory
Grid + HADOOP
Storage and Compute
Hardware
Software
HC (IT)
HC (LOB)
Copyr ight © 2014, SAS Institute Inc. All rights reser ved.
TotalCostofOwnership
BUT, ISN’T OPEN SOURCE LESS EXPENSIVE?
Adoption of Technology
Legacy Platforms
+ Warehouse
Grid + Warehouse
Grid + HADOOP
Storage
Grid + HADOOP
Storage and Compute
+ In-Memory
Grid + HADOOP
Storage and Compute
Hardware
Software
HC (IT)
HC (LOB)
ALGORITHMS
• Comprehensive suite of algorithms that are high performance, extremely scalable for distributed
computing and incorporate the latest analytical innovation
Copyr ight © 2014, SAS Institute Inc. All rights reser ved.
TotalCostofOwnership
Legacy Platforms
+ Warehouse Grid + Warehouse Grid + HADOOP Storage
Grid + Hadoop
Storage and Compute
+ In-Memory
Grid + HADOOP Storage
and Compute
BUT, ISN’T OPEN SOURCE LESS EXPENSIVE? PERHAPS, NOT!
Adoption of Technology
Legacy Platforms
+ Warehouse
Grid + Warehouse
Grid + HADOOP
Storage
Grid + HADOOP
Storage and Compute
+ In-Memory
Grid + HADOOP
Storage and Compute
Hardware
Software
HC (IT)
HC (LOB)
Copyr ight © 2014, SAS Institute Inc. All rights reser ved.
ANALYTICS INNOVATION IN HADOOP
Copyr ight © 2014, SAS Institute Inc. All rights reser ved.
HIGH
PERFORMANCE
ANALYTICS
IN-MEMORY, MASSIVELY PARALLEL
High Performance
Statistics
High
Performance
Data Mining
High
Performance
Econometrics
High Performance
Forecasting
High Performance
Optimization
High
Performance
Text Mining
HPLOGISTIC
HPREG
HPLMIXED
HPNLMOD
HPSPLIT
HPGENSLECT
HPFMM
HPCANDISC
HPPRINCOMP
HPREDUCE
HPNEURAL
HPFOREST
HP4SCORE
HPDECIDE
HPCLUS
HPSVM
HPBNET
HPCOUNTREG
HPSEVERITY
HPQLIM
HPPANEL
HPCOPULA
HPCDM
HPFORECAST OPTLSO
Select features in
OPTMILP
OPTLP
OPTMODEL
HPTMINE
HPTMSCORE
Common Set: HPDS2, HPDMDB, HPSAMPLE, HPSUMMARY, HPIMPUTE, HPBIN, HPCORR
Copyr ight © 2014, SAS Institute Inc. All rights reser ved.
Data
Manipulation
Exploration/
Visualization
Modeling Deployment
SAS IN-MEMORY
SOLUTIONS
INTEGRATED USER EXPERIENCE
STATISTICIAN/DATA SCIENTIST /PROGRAMMER
Visual
Analytics
Visual
Statistics
IMSTAT for
Hadoop*
GUI GUI PROGRAMMING
BUSINESS ANALYST
Copyr ight © 2014, SAS Institute Inc. All rights reser ved.
SAS VISUAL ANALYTICS
Copyr ight © 2014, SAS Institute Inc. All rights reser ved.
SAS® VISUAL
STATISTICS
INTRODUCTION TO SAS VISUAL STATISTICS
SAS Visual Statistics takes advantage of the SAS LASR Analytic Server to
perform
• Exploratory analytics and
• Predictive analytics
in a highly interactive, visual and multi-user environment
®
Data
Manipulation
Exploration/
Visualization
Modeling Deployment
Copyr ight © 2014, SAS Institute Inc. All rights reser ved.
SAS® VISUAL
STATISTICS
INTERACTIVE VISUAL MODELING
Key Features
• Multi-user Concurrency “Lift once, analyze
many”
• Classical modeling (logistic, regression,
generalized linear)
• Machine learning (decision trees, random
forests)
• Model assessment and comparison (lift,
ROC, classification rate)
• Group BY Processing
• In-Memory Data Management & Scoring
• Discovery at the Observational Level
(Outliers, Influence Points)
Copyr ight © 2014, SAS Institute Inc. All rights reser ved.
SAS IN-MEMORY
STATISTICS FOR
HADOOP
Copyr ight © 2014, SAS Institute Inc. All rights reser ved.
Copyr ight © 2014, SAS Institute Inc. All rights reser ved.
Data
Preparation
Exploration/
Visualization
Modeling Deployment
INTEGRATED USER EXPERIENCE
STATISTICIAN/ DATA SCIENTIST /PROGRAMMER
Visual
Analytics
Visual
Statistics
IMSTAT for
Hadoop
GUI GUI
BUSINESS ANALYST
PROGRAMMING
Data
Manipulation
Exploration/
Visualization
Modeling Deployment
SAS IN-MEMORY
SOLUTIONS
Copyr ight © 2014, SAS Institute Inc. All rights reser ved.
LEADERSHIP IN ANALYTICS
Copyr ight © 2014, SAS Institute Inc. All rights reser ved.
SAS ANALYTICS U
MAKING SAS ACCESSIBLE TO PROFESSORS, STUDENTS
& LIFELONG LEARNERS
• SAS helping fill analytics skills gap with free SAS
software
• SAS customers choose SAS for
• Scalability
• Reliability
• Data management
• Supportability of full analytics lifecycle
• http://sas.com/universityedition
Copyr ight © 2014, SAS Institute Inc. All rights reser ved.
SAS STUDIO CODE ASSIST THROUGH AUTO-COMPLETE
Copyr ight © 2014, SAS Institute Inc. All rights reser ved.
SAS STUDIO TABLE VIEW
Copyr ight © 2014, SAS Institute Inc. All rights reser ved.
SAS STUDIO TASKS – UI GUIDED ANALYTICS
Copyr ight © 2014, SAS Institute Inc. All rights reser ved.
WHY ORGANIZATIONS STILL TURN TO SAS
• Experience and Expertise
• Value
• Innovation
• Leadership in Analytics
Copyr ight © 2014, SAS Institute Inc. All rights reser ved.
sas.com
COME SEE US AT OUR BOOTH!

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With the Rise of Open Source, Why Organizations still turn to SAS

  • 1. Copyr ight © 2014, SAS Institute Inc. All rights reser ved. WITH THE RISE OF OPEN SOURCE, WHY ORGANIZATIONS STILL TURN TO SAS BRIAN GARRETT
  • 2. Copyr ight © 2014, SAS Institute Inc. All rights reser ved. WHY SAS? • Experience and Expertise • Value • Innovation • Leadership in Analytics
  • 3. Copyr ight © 2014, SAS Institute Inc. All rights reser ved. EXPERTISE AND EXPERIENCE
  • 4. Copyr ight © 2014, SAS Institute Inc. All rights reser ved. SAS • Founded in 1976 • 13,500 employees • 400 offices worldwide • World’s largest privately held software company • 25% of revenue into R&D
  • 5. Copyr ight © 2014, SAS Institute Inc. All rights reser ved. EXPERTISE EMPLOYEES ARE OUR BIGGEST ASSET • Average tenure 10 years • 464 employees have worked 25 years or more • Annual turnover rate 3%, compared to 22% industry average
  • 6. Copyr ight © 2014, SAS Institute Inc. All rights reser ved. EXPERTISE • Statistical Products development and testing • 85% advanced degrees • over half PhDs in Statistics, Mathematics, Operations Research • Advanced Analytics Lab • 98% advanced degrees in Statistics, Mathematics, Operations Research • One third PhDs • JMP developers and testers • 78% advanced degrees
  • 7. Copyr ight © 2014, SAS Institute Inc. All rights reser ved. SAS CUSTOMERS EXPERIENCE ACROSS ALL INDUSTRIES • Customers in 70,000 sites in 135 Countries • 90 of the top 100 Fortune Global 500® list
  • 8. Copyr ight © 2014, SAS Institute Inc. All rights reser ved. SAS MORE THAN JUST A SINGLE PRODUCT
  • 9. Copyr ight © 2014, SAS Institute Inc. All rights reser ved. PRODUCTS …AND SOLUTIONS SAS/ACCESS®; SAS® Activity-Based Management; SAS® Add-In for Microsoft Office; SAS/AF®; SAS® Analytics Accelerator for Teradata; SAS® Anti-Money Laundering; SAS® AppDev Studio™; SAS/ASSIST®; SAS® Banking Analytics Architecture; Base SAS®; SAS® Authentication Server; SAS® Business Intelligence Dashboard; SAS® Business Intelligence Portal and Portlets; SAS® Business Intelligence Report Services; SAS® Bridge for ESRI; SAS® Business Rules Manager; SAS® Campaign Management; SAS® CGI Tools; SAS® Clinical Data Integration; SAS® Clinical Standards Toolkit; SAS® Contact Center Planning and Optimization; SAS/CONNECT®; SAS® Credit Risk Management for Banking; SAS® Credit Scoring for Banking; SAS® Customer Analytics for Banking; SAS® Customer Analytics for Communications; SAS® Customer Analytics for Retail; SAS® Customer Due Diligence; SAS® Customer Experience Analytics; Dataflux® Address Update; DataFlux® Data Management Server; DataFlux® Data Management Studio; SAS® Data Management Web Studio; SAS® Data Integration Studio; SAS® Data Quality Server; SAS® Data Surveyor for Oracle Applications; SAS Data Surveyor for Salesforce.com; SAS® Data Surveyor for SAP; SAS® Data Surveyor for Siebel; SAS® Decision Manager; SAS® Demand-Driven Planning and Optimization; SAS® Deployment Tester; SAS® Digital Marketing; SAS® Drug Development; SAS/EIS®; SAS® Energy Distribution Optimization; SAS® Enterprise Business Intelligence; SAS® Enterprise Guide®; SAS® Enterprise Case Management; SAS® Enterprise GRC; SAS® Enterprise Miner™; SAS/ETS®; SAS® Environment Manager; SAS® Federation Server; Financial Crimes Monitor; SAS® Financial Management; SAS® Forecasting for Desktop; SAS® Forecast Analyst Workbench; SAS® Forecast Server; SAS® Foundation Services; SAS® Fraud Management; SAS/FSP®; SAS/Genetics™; SAS/GIS®; SAS/GRAPH®; SAS® Health Outcomes Analysis; SAS® High-Performance Analytics Platform; SAS® High Performance Anti-Money Laundering; SAS® High-Performance Data Mining; SAS® High-Performance Econometrics; SAS® High-Performance Forecasting; SAS® High Performance Marketing Optimization; SAS® High-Performance Optimization; SAS® High-Performance Statistics; SAS® High-Performance Text Mining; SAS® High Performance Risk; SAS® Human Capital Management; SAS/IML®; SAS/IML Studio; SAS/IntrNet®; SAS® Information Delivery Portal; SAS® Information Map Studio; SAS® Integration Technologies; SAS® IT Resource Management; SAS® Inventory Optimization Workbench; SAS® Inventory Optimization Workbench; SAS® IT Resource Management; JMP®; JMP® Clinical; JMP® Genomics; JMP® Pro; SAS® LASR Analytic Server; SAS® Management Console; SAS® Markdown Optimization; SAS® Marketing Automation; SAS®` Marketing Optimization; SAS® Merchandise Allocation; SAS® Merchandise Planning; SAS® Metadata Bridges; SAS® Metadata Server; SAS® Mobile BI; SAS® Model Manager; SAS® Network Algorithms; SAS® Office Analytics; SAS® OLAP Cube Studio; SAS® OLAP Monitor; SAS® Offer Optimization for Communications; SAS® OLAP Server; SAS® OnDemand for Academics; SAS® OnDemand for Professionals; SAS® OpRisk VaR; SAS/OR®; SAS® Package Reader; SAS® Pack Optimization; SAS® Peer Group Analysis; SAS® Personal Login Manager; SAS® Predictive Asset Maintenance; SAS® Profitability Management; SAS® Promotion Optimization; SAS/QC®; SAS® Quality Knowledge Base; SAS® Real-Time Decision Manager; SAS® Regular Price Optimization; SAS® Risk Dimensions®; SAS® Risk Management for Banking; SAS® Risk Management for Insurance; SAS® Risk Reporting Repository; SAS® Scalable Performance Data Engine; SAS® Scalable Performance Data Server®; SAS® Scoring Accelerator; SAS/SECURE®; SAS® Security Intelligence Workbench; SAS/SESSION®; SAS/SHARE®; SAS® Simulation Studio; SAS® Size Profiling; SAS® Social Network Analysis; SAS® Space Optimization; SAS® Space Planning; SAS/STAT®; SAS® StoreCAD Plus; SAS® Strategy Management; SAS® Text Analytics; SAS® Text Miner; SAS® Time Series Studio; SAS/TOOLKIT®; SAS® Visual Analytics; SAS® Visual Analytics Administrator; SAS® Visual Analytics Designer; SAS® Visual Analytics Explorer; SAS® Visual Analytics Hub; SAS® Visual Analytics Report Viewer; SAS® Visual Data Builder; SAS® Visual Data Discovery; SAS® Visual Scenario Designer; SAS/Warehouse Administrator®; SAS® Warranty Analysis; SAS® Web Editor; SAS® Web Parts for Microsoft SharePoint; SAS® Web Report Viewer; SAS® Web Report Studio; SAS® Workflow Studio.
  • 10. Copyr ight © 2014, SAS Institute Inc. All rights reser ved. SAS ANALYTICS THE ANALYTICS LIFE CYCLE Domain Expert Makes Decisions Evaluates Processes and ROI BUSINESS MANAGER Model Validation Model Deployment Model Monitoring Data Preparation IT SYSTEMS / MANAGEMENT Data Exploration Data Visualization Report Creation BUSINESS ANALYST Exploratory Analysis Descriptive Segmentation Predictive Modeling DATA MINER / STATISTICIAN IDENTIFY / FORMULATE PROBLEM DATA PREPARATION DATA EXPLORATION TRANSFORM & SELECT BUILD MODEL VALIDATE MODEL DEPLOY MODEL EVALUATE / MONITOR RESULTS DEPLOY MODEL
  • 11. Copyr ight © 2014, SAS Institute Inc. All rights reser ved. INTEGRATION WITH OPEN SOURCE
  • 12. Copyr ight © 2014, SAS Institute Inc. All rights reser ved. OPEN SOURCE INTEGRATION SAS/IML SOFTWARE • SAS/IML supports matrix-vector computation • User has flexibility to create custom functions • Takes advantage of built-in functions, subroutines, and SAS procedures • Enables interface with R language – can submit R code within SAS • Can move between SAS and R data structures • Access R functions and packages
  • 13. Copyr ight © 2014, SAS Institute Inc. All rights reser ved. OPEN SOURCE INTEGRATION SAS/IML STUDIO
  • 14. Copyr ight © 2014, SAS Institute Inc. All rights reser ved. OPEN SOURCE INTEGRATION SAS® ENTERPRISE MINER Create ensemble models by combining the results of R and SAS Perform model comparison to obtain the best model R model SAS model
  • 15. Copyr ight © 2014, SAS Institute Inc. All rights reser ved. OPEN SOURCE INTEGRATION ENSEMBLE MODELS Ensemble model improvementsCrucial improvement in targeting populations that impact critical business decisions
  • 16. Copyr ight © 2014, SAS Institute Inc. All rights reser ved. OPEN SOURCE INTEGRATION ENTERPRISE MINER • Access sophisticated R graphics • Available PMML output for the following R models • Merge mode allows nearly any R package • Linear Models (lm) • Multinomial Log-Linear Models (multinom {nnet}) • Generalized Linear Models (glm {stats}) • Decision Trees (rpart) • Neural Networks (nnet) • K-Means clustering (kmeans {stats})
  • 17. Copyr ight © 2014, SAS Institute Inc. All rights reser ved. OPEN SOURCE INTEGRATION DATA PREPARATION USING SAS • R does not allow automatic treatment of measurement levels, character variables and missing values. • Working with missing values, variable data types and formats can be easily accomplished in SAS and then models in R can be built and combined with SAS
  • 18. Copyr ight © 2014, SAS Institute Inc. All rights reser ved. OPEN SOURCE INTEGRATION MODEL DEPLOYMENT AND MONITORING • SAS Model Manager streamlines the steps of creating, managing, deploying, monitoring and operationalizing analytic models • Can import R models in Model Manager • Can transform the scored output into a SAS dataset for reporting • SAS scoring accelerator for Hadoop enables pushing score code directly into Hadoop – reduce data movement significantly Manage Data Explore Data Develop Models Deploy and Monitor
  • 19. Copyr ight © 2014, SAS Institute Inc. All rights reser ved. TOTAL COST OF OWNERSHIP
  • 20. Copyr ight © 2014, SAS Institute Inc. All rights reser ved. The Analytic Ecosystem THE MAKE-UP OF THE ANALYTIC ECOSYSTEM Hardware HumanCapital(IT) Human Capital (LOB) Software
  • 21. Copyr ight © 2014, SAS Institute Inc. All rights reser ved. Adoption of Technology Legacy Platforms + Warehouse Grid + Warehouse Grid + HADOOP Storage Grid + Hadoop Storage and Compute + In-Memory Grid + HADOOP Storage and Compute TotalCostofOwnership Adoption of Technology MODERNIZATION OF THE ANALYTIC ECOSYSTEM Legacy Platforms + Warehouse Grid + Warehouse Grid + HADOOP Storage Grid + HADOOP Storage and Compute + In-Memory Grid + HADOOP Storage and Compute Hardware Software HC (IT) HC (LOB)
  • 22. Copyr ight © 2014, SAS Institute Inc. All rights reser ved. TotalCostofOwnership BUT, ISN’T OPEN SOURCE LESS EXPENSIVE? Adoption of Technology Legacy Platforms + Warehouse Grid + Warehouse Grid + HADOOP Storage Grid + HADOOP Storage and Compute + In-Memory Grid + HADOOP Storage and Compute Hardware Software HC (IT) HC (LOB) ALGORITHMS • Comprehensive suite of algorithms that are high performance, extremely scalable for distributed computing and incorporate the latest analytical innovation
  • 23. Copyr ight © 2014, SAS Institute Inc. All rights reser ved. TotalCostofOwnership Legacy Platforms + Warehouse Grid + Warehouse Grid + HADOOP Storage Grid + Hadoop Storage and Compute + In-Memory Grid + HADOOP Storage and Compute BUT, ISN’T OPEN SOURCE LESS EXPENSIVE? PERHAPS, NOT! Adoption of Technology Legacy Platforms + Warehouse Grid + Warehouse Grid + HADOOP Storage Grid + HADOOP Storage and Compute + In-Memory Grid + HADOOP Storage and Compute Hardware Software HC (IT) HC (LOB)
  • 24. Copyr ight © 2014, SAS Institute Inc. All rights reser ved. ANALYTICS INNOVATION IN HADOOP
  • 25. Copyr ight © 2014, SAS Institute Inc. All rights reser ved. HIGH PERFORMANCE ANALYTICS IN-MEMORY, MASSIVELY PARALLEL High Performance Statistics High Performance Data Mining High Performance Econometrics High Performance Forecasting High Performance Optimization High Performance Text Mining HPLOGISTIC HPREG HPLMIXED HPNLMOD HPSPLIT HPGENSLECT HPFMM HPCANDISC HPPRINCOMP HPREDUCE HPNEURAL HPFOREST HP4SCORE HPDECIDE HPCLUS HPSVM HPBNET HPCOUNTREG HPSEVERITY HPQLIM HPPANEL HPCOPULA HPCDM HPFORECAST OPTLSO Select features in OPTMILP OPTLP OPTMODEL HPTMINE HPTMSCORE Common Set: HPDS2, HPDMDB, HPSAMPLE, HPSUMMARY, HPIMPUTE, HPBIN, HPCORR
  • 26. Copyr ight © 2014, SAS Institute Inc. All rights reser ved. Data Manipulation Exploration/ Visualization Modeling Deployment SAS IN-MEMORY SOLUTIONS INTEGRATED USER EXPERIENCE STATISTICIAN/DATA SCIENTIST /PROGRAMMER Visual Analytics Visual Statistics IMSTAT for Hadoop* GUI GUI PROGRAMMING BUSINESS ANALYST
  • 27. Copyr ight © 2014, SAS Institute Inc. All rights reser ved. SAS VISUAL ANALYTICS
  • 28. Copyr ight © 2014, SAS Institute Inc. All rights reser ved. SAS® VISUAL STATISTICS INTRODUCTION TO SAS VISUAL STATISTICS SAS Visual Statistics takes advantage of the SAS LASR Analytic Server to perform • Exploratory analytics and • Predictive analytics in a highly interactive, visual and multi-user environment ® Data Manipulation Exploration/ Visualization Modeling Deployment
  • 29. Copyr ight © 2014, SAS Institute Inc. All rights reser ved. SAS® VISUAL STATISTICS INTERACTIVE VISUAL MODELING Key Features • Multi-user Concurrency “Lift once, analyze many” • Classical modeling (logistic, regression, generalized linear) • Machine learning (decision trees, random forests) • Model assessment and comparison (lift, ROC, classification rate) • Group BY Processing • In-Memory Data Management & Scoring • Discovery at the Observational Level (Outliers, Influence Points)
  • 30. Copyr ight © 2014, SAS Institute Inc. All rights reser ved. SAS IN-MEMORY STATISTICS FOR HADOOP
  • 31. Copyr ight © 2014, SAS Institute Inc. All rights reser ved.
  • 32. Copyr ight © 2014, SAS Institute Inc. All rights reser ved. Data Preparation Exploration/ Visualization Modeling Deployment INTEGRATED USER EXPERIENCE STATISTICIAN/ DATA SCIENTIST /PROGRAMMER Visual Analytics Visual Statistics IMSTAT for Hadoop GUI GUI BUSINESS ANALYST PROGRAMMING Data Manipulation Exploration/ Visualization Modeling Deployment SAS IN-MEMORY SOLUTIONS
  • 33. Copyr ight © 2014, SAS Institute Inc. All rights reser ved. LEADERSHIP IN ANALYTICS
  • 34. Copyr ight © 2014, SAS Institute Inc. All rights reser ved. SAS ANALYTICS U MAKING SAS ACCESSIBLE TO PROFESSORS, STUDENTS & LIFELONG LEARNERS • SAS helping fill analytics skills gap with free SAS software • SAS customers choose SAS for • Scalability • Reliability • Data management • Supportability of full analytics lifecycle • http://sas.com/universityedition
  • 35. Copyr ight © 2014, SAS Institute Inc. All rights reser ved. SAS STUDIO CODE ASSIST THROUGH AUTO-COMPLETE
  • 36. Copyr ight © 2014, SAS Institute Inc. All rights reser ved. SAS STUDIO TABLE VIEW
  • 37. Copyr ight © 2014, SAS Institute Inc. All rights reser ved. SAS STUDIO TASKS – UI GUIDED ANALYTICS
  • 38. Copyr ight © 2014, SAS Institute Inc. All rights reser ved. WHY ORGANIZATIONS STILL TURN TO SAS • Experience and Expertise • Value • Innovation • Leadership in Analytics
  • 39. Copyr ight © 2014, SAS Institute Inc. All rights reser ved. sas.com COME SEE US AT OUR BOOTH!

Hinweis der Redaktion

  1. East coast software company
  2. rigorous testing & algorithm validation documented and verified for regulatory compliance, commercially viable, reliable, & proven for enterprise situations requiring the most accurate and trustworthy analytics At SAS, analytical and statistical software is designed and written by highly specialized statisticians to make sure that the proper numeric algorithms are selected and implemented. In fact, of the employees working on our statistical products in SAS Foundation, 85 percent of the development and testing staff have advanced degrees and 64 percent of the employees with advanced degrees have PhDs in fields such as statistics, mathematics, and operations research. Of the analysts who are working in our Advanced Analytics Lab, 98 percent have advanced degrees in fields such as statistics, mathematics, and operations research. Of those who have advanced degrees, 34 percent have PhDs. Of the analytics developers and testers who work in the JMP division, 78 percent have advanced degrees, and 55 percent of those have PhDs. The Quality Imperative: SAS Institute’s Commitment to Quality
  3. Stability and reliability of SAS as a company; history of innovation and leveraging customer input for s/w development Wide variety of visualization and graphical capabilities Extensive training, documentation and technical support
  4. Stability and reliability of SAS as a company; history of innovation and leveraging customer input for s/w development Wide variety of visualization and graphical capabilities Extensive training, documentation and technical support
  5. Extensive set of data management capabilities ============================== Data aggregation Data quality Data manipulation and transformation
  6. Rpart is another popular package for calculating decision trees in R. The Open Source Integration node can be set to PMML output mode for the widely used R models lm (Linear Models), multinom (Multinomial Log-Linear Models), glm (Generalized Linear Models), rpart (Recursive Partitioning and Regression Trees), nnet (Simple Neural Networks) and kmeans (k-Means Clustering). In PMML output mode, the Open Source Integration node translates the R model that is specified by the R object &EMR_MODEL into SAS DATA step code using PMML (Predictive Modeling Markup Language). The node then scores all imported data partitions with the generated SAS score code. The node automatically runs standard SAS Enterprise Miner assessments for supervised predictive models.
  7. Ensemble models and doing model deployment is possible where R models can produce PMML output.
  8. Note HP Data Mining includes HP Statistics. HP Forecasting includes HP ETS. The new HPCANDISC procedure performs high-performance canonical discriminant analysis. The new HPFMM procedure performs high-performance finite mixture model analysis. The new HPPRINCOMP procedure performs high-performance principal component analysis. The new HPBNET procedure learns a Bayesian network from an input data set to create a predictive model in supervised data mining. The new HPCLUS procedure enables you to read and write data in distributed form and to perform clustering and scoring in parallel. The new HPSVM procedure executes the support vector machine (SVM) algorithm in multiple threads. The experimental high-performance HPCDM procedure estimates a compound distribution model, which is the distribution of an aggregate loss that you expect to see in a given period of time. The new HPCOPULA procedure is a high-performance version of the COPULA procedure, which enables you to simulate realizations of multivariate distributions by using the copula approach. The new HPPANEL procedure is a high-performance version of the PANEL procedure, which analyzes a class of linear econometric panel data models. analyzes a class of linear econometric panel data models. The HPPANEL procedure provides the following four models: one-way fixed-effects model two-way fixed-effects model one-way random-effects model two-way random-effects model
  9. The dashed line shows some usage but not the primary usage. Solid line shows primary usage.
  10. Recommendation engine – both explicit and implicit recommendations
  11. Recommendation engine – both explicit and implicit recommendations
  12. The dashed line shows some usage but not the primary usage. Solid line shows primary usage. * Talk about the fact that why VA is not greyed out.
  13. Learn SAS • Download and use SAS software anytime, anywhere. Once you download it, you can use SAS on a standalone PC, Mac or even a Linux workstation. And students can get it directly through SAS – no need to go through a professor or be enrolled in a class. SAS gives you a consistent user experience across all applications, whether you’re working on a class project or doing self-study. And you always have the ability to import and export all common PC file formats. • Tap into a wide array of supportive teaching and learning resources. In addition to the fully functional software, SAS makes it easy for professors, students and researchers to learn, teach and stay connected to SAS: free introductory videos to learn the basics of SAS programming and statistical analysis and get a jump on using features quickly. interactive community for SAS academic users – including chat, support and introductory videos. SAS Global Academic Program offers teaching and curriculum development materials for professors at no cost.
  14. SAS Studio has several features to help reduce your programming time, including autocomplete for hundreds of SAS statements and procedures as well as built-in syntax help.
  15. You can open a table in the table viewer, select which columns to display, and filter and sort the data.
  16. SAS Studio generates SAS code through guided interaction with the user interface You can use tasks in SAS Studio to generate code in a point and click interface