sas factory miner overview · 2016. 3. 11. · title: sas factory miner overview author: ulf...
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Copyr i g ht © 2015, SAS Ins t i tu t e Inc . A l l r ights reser ve d .
SAS FACTORY MINER OVERVIEW
JUNE 2015
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SAS® FACTORY
MINER
Copyr i g ht © 2015, SAS Ins t i tu t e Inc . A l l r ights reser ve d .
FACTORY MINER BOOST MODEL PERFORMANCE
Train
ScoreAssess
Model
Test Data New Data
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DECISIONS AT
SCALEBOOST MODEL PERFORMANCE
ScoreAssess
Test Data New Data
Train
Segm
ents
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DECISIONS AT
SCALEBOOST MODEL PERFORMANCE
ScoreAssess
Test Data New Data
TrainChampion
Segm
ents
Alternatives
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SAS®
FACTORY
MINERAUTOMATED, WHITE BOX MODELING
• Run model tournaments on segments
in your data
• Define as many model process flows as
required
• Test ideas with statistical and machine
learning algorithms in unified environment
• Identify champion model by segment
using customizable assessment statistics
• Identify and fine-tune underperforming
models fast
• Edit any model pipeline in easy to use
interface
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SAS®
FACTORY
MINERSHARABLE BEST PRACTICE PROCESS TEMPLATES
• Sharable projects
• Global data source metadata
• Model templates with building
blocks
• Include variable engineering and
reduction
• Customizable and shareable
• Generate best-practice building
blocks for organizational model
process
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SAS®
FACTORY
MINERMODERN MACHINE LEARNING
• Modern machine learning algorithms
• Decision trees, Random forests, Gradient
boosting, Neural networks, Bayesian
networks,
• Support vector machines, Regression,
Generalized linear models
• Automated data transformation
• Principal component analysis
• Unsupervised and supervised variable
selection
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SAS®
FACTORY
MINER
FACTORY MINER DEMO
Platinum
Gold
Silver
Bronze
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SAS®
FACTORY
MINER
What is the probability
that this customer is a
Detractor?
Individual CommercialFamily PrePaidSmall
Business
G S B P G S B P G S B P G S B P G S BP
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THANKS!