12nov13 big data analytics with teradata revolution analytics webinar 131112122130 phpapp02
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Revolution R Enterprise
Michele ChambersChief Strategy Officer & VP Product Managemen
@ Revolution Analytics
Bill FranksChief Analytics Officer @ Teradata
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Agenda Emerging Big Data Analytic Patterns
Teradata Overview
Revolution R Enterprise
Teradata + Revolution R Enterprise
Q&A
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Polling Question #1: Rate your current use/ knowledge of R:
Actively Using R Now
Are planning on using < 6 mo.
Evaluation R now
Not at all
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Michele Chambers
Chief Strategy Officer & VPProduct Management
Revolution Analytics
@MCanalytics
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Todays Challenge: Accelerating Business Cad
Rapid Customer Facing Decisions
Score More Frequently
Need to Make Best Decision in Real Time
Changing Business Environment
Fact Based Decisions Require More Data
Need to Understand Tradeoffs and Best Course of Action Predictive Models Need to Continually Deliver Lift
Reduced Shelf Life for Predictive Models
Faster Time to Value
Reduce Analytic Cycle Time
Build & Deploy Models Faster
Eliminate Time Consuming Data Movements
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2nd Generation Pred
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Typical Challenges Our Customers Face
Big
DataMany new data
sources
Data variety &
velocity
Fine grain
control
Data
movement,
memory limits
Enterprise
ReadinessHeterogeneous
landscape
Write once,
deploy anywhere
Skill shortage
Production
support
Complex
ComputationExperimentation
Many small
modelsEnsemble
models
Simulation
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Big Data Big Analytics is diffe
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Polling Questions #2 What Analytics Challenges Are You Facing
Data Too Large for Current Solutions
Lack Timely Access To Needed Data
Slow Model Development or Execution
Inconsistent Solutions Across Platforms
Acceptability of Open Source
Cost of Solutions Too High None of the Above.
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Analytic Reference Architecture
Dec
ision
Integration
Anal
ytics
Data
Analytic Applications
Middleware
Analytic Tools
HadoopData
Warehouse
Other Data
Sources
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Architectural Approaches for Analytics
Dec
ision
Integration
Ana
lytics
Analytic Applications
Middleware
Analytic Tools
Data Hadoop Data Warehouse
Other Data
Sources
Beside Architecture
Local Data Mart
Dec
ision
Integration
Data&
An
alytics
Analytic Appl
Middlew
Analytic T
Hadoop Data Wareho
Inside Architecture
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Pros & Cons of Approaches
Beside
Architecture
Inside
Architecture
Hybrid
Architecture
Analytic workflow tasks performed in a separate analytics environme
database
Pros:Segregates analytic workload
Cons:Doesnt leverage powerful production for transformations, introduce
Analytics workflow tasks performed inside the source database with
Pros:Eliminates data movement, reduces model latency, allows exploratio
Cons:IT governance on production, potential new skills
Some analytic workflow tasks performed inside the source database
separate analytics environment
Pros:Leverages strengths of each architecture
Cons:Maintain multiple environments
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Building & Deploying Analytic Models
Beside
Architecture
Inside
Architecture
Hybrid
Architecture
Analytics A
LoData
Data Sources
234 1
Data&
Analytics Analytic Tools
Hadoop, DW, Other2 41
Legend3 Model recode / PMML2 Model build 4 M1 Data prep / marshaling
5
Analytics A
LoData
Data Sources
Analytic Tools
1 1 234
Th T d t U ifi d D t A hit t
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The Teradata Unified Data ArchitectureAny User, Any Data, Any Analysis
Data
Mining
Business
Intelligence
Applications
Marketing
DISCOVERY PLATFORM
INTEGRATED DATA WAREHOUSE
ERP
SCM
CRM
Images
Audio
and Video
Machine
Logs
Text
Web and
Social
SOURCES
DATAPLATFORM
TERADATA UNIFIED DATA ARCHITECTURE
ACCESSMOVEMANAGE
ANALYTICTOOLS
In-database &
managed servers
http://www.r-project.org/index.html -
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Bill Franks
Chief Analytics Officer
Teradata
@billfranksga
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Teradata Highlights
Source: Gartner Magic Quadrant
Database Management Systems
2,400+ Customers in 77 Countries
10,000+ Employees
A Top 10 Public U.S. Software Company
Ranked 2nd Best Company in AmericaMotley Fool
Worlds Most Ethical Companies Ethisphere Institute
Leader in Data Analytics
Leader in Integrated Marketing Management
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Teradata Portfolio
Teradata is the global leader in
analytic data platforms, business
applications, and consulting
services that help organizations
become more competitive by
increasing the value of their data
and customer relationships.
Data Warehousing
Workload-specific Plat
Discovery Platforms
Integrated Marketing M
Consulting/Support Se
Partnerships with key
technology providers aintegrators
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In-DBSRequest
Sample Data
D e bt < 10 % o f I nc o me D e bt = 0%
Good
Credit
Risks
Bad
Credit
Risks
Good
Credit
Risks
Yes
YesYes
NO
NONO
Income>$40K
Results
Desktop and Server Analytic Architecture
In-Database Analytic Architecture
Results
Why Is Teradata Different?Server Based vs . In-Database Architectu res
ExponentialPerformance Improvem
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Raising The Bar With Teradata In-DatabaseAnalytics
Partnership CentricCollaborated with partners to enable in-DBS proc
2007
2013 Expanding P
Premier of Revparallel R in-D
Aster Data AcquisitionPioneer of big data analytic
2011
1998 Teradata Warehouse MinerPioneer of in-DBS mining
Data LabsSimplified In-DBS self-service Analytic
2010
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Teradata Data LabSelf-Service Analyt ic Sandboxes With Gove
ExternalData
Teradata
Mana
Data Labs
SASdata
csv
data
Data Lab(s) inside system to easily join toproduction data
Load experimental, untested data fromexternal sources
Rapid prototyping, exploratory andexperimentation analysis
An architecture design that enables
governance Works within your current data
warehouse environment
Teradata Data Lab portlets for IT andbusiness analyst
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The Teradata Unified Data ArchitectureAny User, Any Data, Any Analysis
Math
and Stats
Data
Mining
Business
Intelligence
Applications
Languages
Marketing
DISCOVERY PLATFORM
INTEGRATED DATA WAREHOUSE
ERP
SCM
CRM
Images
Audio
and Video
Machine
Logs
Text
Web and
Social
SOURCES
DATAPLATFORM
TERADATA UNIFIED DATA ARCHITECTURE
ANALYTICTOOLS
Data Lab
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Teradata Workload-Specific PlatformsFit Broad Range of Cus tom er Needs
Data MartAppliance
ExtremeData
Appliance
DataWarehouseAppliance
ActiveEnterprise
DataWarehouse
Appliance forHadoop
Aster BiAnalyticApplianc
Work-loads
Test /Development
or SmallerData Marts
AnalyticalArchive, DeepDive Analytics
StrategicIntelligence,
DecisionSupport
System, FastScan
Strategic /OperationalIntelligence,Real-Time
Update, Activeworkloads
Appliance for
Storing, Capturing
and Refining Data.
Hortonworks HDP
1.1
Discovery Pla
for Big Dat
Analytics w
embedded S
MapReduce
new data typ
and source
WE CAN COMPETE ON ANY WORKLOAD, AT ANY PRICE POINT, FOR ANY
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Revolution REnterprise
What is Revolution R
Enterprise?
How well does Revolution REnterprise play in the Big
Data zoo?
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Revolution R Enterprise
High Performance, Scalable Analytics Portable Across Enterprise Platforms
Easier to Build & Deploy Analytics
is.the only big data big analytics platform
based on open source R
the defacto statistical computing language for
modern analytics
R i d d i l ti i ti
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Big Data In-memory bound Hybrid memory & diskscalability
Opevolu
Speed of
Analysis
Single threaded Parallel threading Shrin
Enterprise
Readiness
Community support Commercial support Deliv
prod
Analytic
Breadth &
Depth
5000+ innovative
analytic packages
Leverage open source
packages plus Big Data
ready packages
Supe
Commercial
Viability
Risk of deployment of
open source
Commercial license Elim
sour
R is open source and drives analytic innovationbut.has some limitations for Enterprises
I t d i R l ti R E t i (RRE)
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Introducing Revolution R Enterprise (RRE)The B ig Data Big Analyt ics Platform
DistributedR
DevelopR DeployR
ScaleR
ConnectR
Big Data Big Analytics Ready
Enterprise readiness
High performance analytics
Multi-platform architecture
Data source integration
Development tools Deployment tools
Th Pl tf St b St
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The Platform Step by Step:R Capab il i t ies
R+CRAN Open source R interpreter
UPDATEDR 3.0.2
Freely-available R algorithms
Algorithms callable by RevoR
Embeddable in R scripts
100% Compatible with existingR scripts, functions andpackages
RevoR Performanc
Based on o
Adds high-p
Available O PlatformTM
MicrosoftH
Windows&
Windows &
NEW Terad IBMNetez
IBM BigInsi
Cloudera H
Hortonwork
IntelHado
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The Platform Step by Step:
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DeployR Web servic
developmeanalytics via.NET APIs
Integrates Rinfrastructu
Capabilities
Invokes R Sweb service
RESTful inteasy integr
Works with leading BI &business ru
DevelopR Integrated development
environment for R
Visual step-into debugger
Available on:
Windows
The Platform Step by Step:Tools & Deployment
DevelopR DeployR
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DistributedR
ScaleR
ConnectR
DeployR
Write Once. Deploy Anywhere.
DESIGNED FOR SCALE, PORTABILITY & PERFOR
In the Cloud Amazon
Workstations &Servers Desktop
Server
Clustered SystemsIBM PlaMicroso
EDW NEW TeIBM Net
Hadoop Hortonw
Clouder
Revolution R Enterprise
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Revolution R EnterprisePropels Enterpr ises into th e Future
De
cision
Integration
Ana
lytics
Data
Analytic Applications
Middleware
HadoopData
Warehouse
Other Data
Sources
One Big Data Big Analytics Platform
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One Big Data Big Analytics PlatformMult ip le Arch i tectures
De
cision
Integration
An
alytics
Analytic Applications
Middleware
Analytic Tools
Data Hadoop Data Warehouse
Other Data
Sources
Beside Architecture
Local Data Mart
De
cision
Integration
Data&A
nalytics
Analytic Appl
Middlew
Analytic T
Hadoop Data Wareho
Inside Architecture
RevoR & DistributedR & ScaleR
DeployR
DevelopR
DeployR
RevoR & Distrib
ScaleR & Develo
ConnectR
Revolution R Enterprise Powers
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Revolution R Enterprise PowersWrite Once, Deplo y An ywhere
Beside
Architecture
Inside
Architecture
Hybrid
Architecture
A
nalytics A
LoData
Data Sources
234 1
Data&
Analytics Analytic Tools
Hadoop, DW, Other2 41
Legend3 Model recode / PMML2 Model build 4 M1 Data prep / marshaling
5
Analytics A
LoData
Data Sources
Analytic Tools
1 1 234
Bottom Line: Save Time, Save Money, Get Insights Faster Direct connectors access data without data movement
Push down analyzing data without movement
Use same R script on any platform without recoding
Use right platform for the job!
The Power of Revolution R Enterprise
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The Power of Revolution R EnterprisePerform ance & Scalabi l i ty
Open Source Lev
V
a
l
u
e
RevoR 3-5
DistributedR Eff
DistributedR Po
DistributedR Ma
ScaleR Lab
ScaleR Lev
ScaleR Mo
ScaleR Mo
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Teradata Database
ODBC
Revolution R
Enterprise:
Database Nodes
Hybrid Storage
RRE in Teradata Database
Web Services
Desktop & Enterpr
Applications
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AMPs
Desktop & Enterprise
Applications
Desktops &
Servers
Teradata
Database
ODBC
Revolution R
Enterprise
Data
Segments
Database Nodes
Hybrid Storage
ParseEngine
External StoredProcedure
TableOperator
TableOperator
TableOperator
TableOperator
Web Services
How Does It Work? RRE in Teradata Database
Product Architecture & Feature Highlights
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Data Prep, Distillation & Descriptive Analytics
R Data StepDescriptive
Statistics
Statistical
Tests Sa
Data importDelimited, Fixed, SAS,
SPSS, OBDC
Variable creation & transformation
Recode variables
Factor variables
Missing value handling
Sort
Merge
Split
Aggregate by category (means, sums)
Min / Max
Mean
Median (approx.)
Quantiles (approx.)
Standard Deviation
Variance
Correlation
Covariance
Sum of Squares (cross product
matrix for set variables)
Pairwise Cross tabs
Risk Ratio & Odds Ratio
Cross-Tabulation of Data
(standard tables & long form)
Marginal Summaries of Cross
Tabulations
Chi Square Test
Kendall Rank Correlation
Fishers Exact Test
Students t-Test
oduc c ec u e & ea u e g g sRevolut ion R Enterpr ise ScaleR: High Performanc e Big Da
Product Architecture & Feature Highlights
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Statistical Modeling Mac
Predictive
Models Sum of Squares (cross product
matrix for set
variables)
Multiple Linear Regression
Generalized Linear Models (GLM) -All exponential family distributions:
binomial, Gaussian, inverse
Gaussian, Poisson, Tweedie.
Standard link functions including:
cauchit, identity, log, logit, probit.User defined distributions & link
functions.
Covariance & Correlation Matrices
Logistic Regression
Classification & Regression Trees
Predictions/scoring for models
Residuals for all models
Histogram
Line Plot
Scatter Plot
Lorenz Curve
ROC Curves (actual data and
predicted values)
NEWTree Visualization
Data
Visualization
Variable
Selection Stepwise Regression
(linear, NEWlogistic
and NEWGLM)
Monte Carlo
Cluster
Analysi K-Mean
Classifi
Decision
NEWDe
NEWPM
Simulation
Deploy
g gRevolut ion R Enterpr ise ScaleR: High Performanc e Big Da
R + Revolution R Enterprise
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R + Revolution R EnterpriseUnequaled B ig Data Big Analyt ics
Big Data
DistributedAnalytics
Performance
Enhanced RPerformance En
Big Data Distribut
Deploy Ana
Web, Mobile, Data Vi
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Teradata Database
ODBC
Revolution R
Enterprise:
Deploy R
Database Nodes
Hybrid Storage
Integrating Enterprise Apps
Web Services
Desktop & Enterpr
Applications
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Decision Layer: Examples on-demand analytics
On-demand sales
forecasting
Leveraging thepower of R from
Microsoft tools
Real-ti
se
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RRE 7.0: Alteryx Integration Comparable to SAS Enterprise Miner, IBM SPSS Modeler (aka
Clementine)
Easy way to create analytic models with visual based analytic flo
R analytics
Readany data
source Create
analytic
flow
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RRE 7.0: Tableau Accelerator Makes analytics consumable to end users
Tableau integration is via .NET (creates a Tableau document wh
read by Tableau)
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RRE 7.0: MS Excel Accelerator Makes analytics consumable to most pervasive BI tool
Excel integration is .NET
R an
R visualization
Leveraging Teradata + Revolution R Enterprise
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g g pTeradata Database, DistributedR & ScaleR Scalable R-Based In-Database Transformation
High-Performance, Parallel R-Based Data Transformation
Augment Traditional ETL, ELT and SQL Methods Free R Users To Load and Transform Data Independently
Fast, In-database Exploration & Model Development
Vastly Accelerate Model Development, Validation and Re-Training
Eliminate Data Movement Penalties & Duplication Costs
Embrace In-database Machine Learning
Next Generation Big Data Big Analytics
Scalable To Meet All the Data All The Time Requirements
Integrate the Enterprise With In-Database Scoring
Make On-Demand Analytics a Reality For All Users
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Polling Questions #3 How would you consider applying Teradata + Revolution R Ente
Operations Risk Management
Customer Analytics
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How is RRE Used?
Discovering Patterns
with Big Data
Building Models
Efficiently
Flexibly
Models
Customer segmentation
Market basket analysis
Social networking
analysis
Fraud detection
Marketing attribution
Sentiment analysis and much more
Credit risk
Customer churn
Propensity to buy
Market risk
Operational risk
and much more
Custo
Pricin
Reco
engin
and m
Why Customers Buy
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Teradata & Revolution R Enterprise
Enabling Analytics Across the UDA Lower Cost & Risk of B
Supercharge R with TePowers R for the Enterprise
www.revolutionanalytics.com
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http://www.teradata.com/partners/Revolution-Analytics/
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www.revolutionanalytics.com/contact-us
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Thank you.
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