By SQL Server MVP Lynn Langit
Real World Predictive Analytics
About Lynn Langit
Industry awards
Microsoft –
MVP for SQL
Server
Google –
GDE for
Cloud
Platform
10Gen –
Master for
MongoD...
What is Predictive Analytics?
“Technology that LEARNS from EXPERIENCE
(data) to PREDICT the future”
It uses techniques fro...
What Is Predixion Insight?
Run Server-based Predictive Applications
• In the Cloud –OR-
• On Premises (Uses SQL Server 201...
Predixion Insight ServerEnterprise Data Sources
Client Tools
and/or
Predixion
API Connexion
Deployment
Predixion Cloud Arc...
Predixion Insight ServerEnterprise Data Sources
Client Tools
and/or
Predixion
API Connexion
Deployment
Predixion On Premis...
Visualizing Predixion Software
Some Customer Scenarios
Healthcare: Preventable Hospital Readmissions
• Hospital data is used to build a hospital-specific Predixion model
• The P...
Oil and Gas: High Velocity Streaming
Predictions
• Predixion model pushed into CEP (complex event
processing)/Stream
• Tho...
Getting Started with Predixion
Cloud-based
Predictive Analytics
• Simple to set-up
• Install Excel add-in
• Connect to Pre...
Try it out!
Insight Now DEMO
Insight Now Ribbon in Excel
Identifying Key Influencers
Many Data Viewers
• Decision Trees
• TreeMap
• Predictor
• Application-level views
• Many more
• Displayed
– in Excel or
–...
Data Viewers in Browser
Visual Macros
Insight Analytics DEMO
Preparing the data
• Use the Insight Workbench
• Perform data profiling
• Sample the data
• Create an Application
Machine Learning Semantic Model
• PAX – Predictive Analytics Expressions
• Example ‘Z-Score normalization’
• N = (v-averag...
Insight Workbench
Insight Workbench DEMO
Insight Analytics Model Algorithms
Predixion Insight
Analytics
Data Mining Algorithm
Classify Logistic Regression
Estimate...
Test the Model’s Accuracy
Manage and Share Results
Introduced in 3.0
Extensible Machine Learning Library Architecture
• Pluggable to support Mahout and more
In-place Scoring...
Support in SQL Server 2012
• In-database scoring
• Integration with SSIS
PAX Functions
Predixion Marketplace
Predixion Marketplace DEMO
Looking Forward
• Support for Mahout (Hadoop)
• Support for R
www.TeachingKidsProgramming.org
• Free Courseware
• Do a Recipe  Teach a Kid (Ages 10 ++)
• Java or Microsoft SmallBasic
...
VOTE
CONFIRM
SHARE
Keep Learning
• Twitter: @LynnLangit
• YouTube:
http://www.youtube.com/user/SoCalDevGal
• Hire me
– To help build your BI/...
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Intro to Predixion Software - Real World Predictive Analytics

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Intro deck for presentation to SQL Server User Group in Bangalore

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  • Image from: http://www.perceptualedge.com/blog/?p=1724http://en.wikipedia.org/wiki/Predictive_analytics
  • Image credit: http://www.ceine.cl/wp-content/uploads/2012/12/data_mining_icon.jpg
  • Try it - http://www.predixionsoftware.com/predixion/Products/GetPredixionEnterpriseInsight.aspx
  • Lynn
  • Intro to Predixion Software - Real World Predictive Analytics

    1. 1. By SQL Server MVP Lynn Langit Real World Predictive Analytics
    2. 2. About Lynn Langit Industry awards Microsoft – MVP for SQL Server Google – GDE for Cloud Platform 10Gen – Master for MongoDB Practicing Architect Technical author / trainer Google Cloud Series SQL Server Series Cloudera certified Developer 2 books on SQL Server BI
    3. 3. What is Predictive Analytics? “Technology that LEARNS from EXPERIENCE (data) to PREDICT the future” It uses techniques from the following: Statistics Machine Learning Data Mining Game theory
    4. 4. What Is Predixion Insight? Run Server-based Predictive Applications • In the Cloud –OR- • On Premises (Uses SQL Server 2012 SSAS) Model in Excel • Integrated Toolbars Use Varied Data Sources • Excel, PowerPivot • SQL Server • Hadoop (future) Collaborate with Smart Output Viewers • Visualize results of analysis in Excel or in a browser • Share results via email, comments, publishing
    5. 5. Predixion Insight ServerEnterprise Data Sources Client Tools and/or Predixion API Connexion Deployment Predixion Cloud Architecture Private Cloud Excel 2007 – 2013 PowerPivot Add-in Predixion Insight Client Datasets, Models and Automation Framework PowerQuery Add-in (SAS, SPSS, R) Predixion PMML Connexion
    6. 6. Predixion Insight ServerEnterprise Data Sources Client Tools and/or Predixion API Connexion Deployment Predixion On Premise Architecture SQL Server 2012 SSAS Excel 2007 – 2013 PowerPivot Add-in Predixion Insight Client Datasets, Models and Automation Framework PowerQuery Add-in (SAS, SPSS, R) Predixion PMML Connexion
    7. 7. Visualizing Predixion Software
    8. 8. Some Customer Scenarios
    9. 9. Healthcare: Preventable Hospital Readmissions • Hospital data is used to build a hospital-specific Predixion model • The Predixion model is then used to risk stratify patients upon admission • Risk scores are updated throughout the patient’s stay • Readmission risk scores are used by care givers to target appropriate patient care paths.
    10. 10. Oil and Gas: High Velocity Streaming Predictions • Predixion model pushed into CEP (complex event processing)/Stream • Thousands of predictions scored per second in memory, near zero latency • Continuous processing of event streams from multiple sources • Gathers and preprocesses data into predictors for predictive models • Reports in real time on potential failures for preventative maintenance Streaming Sensor data Real Time Scoring Digital oilfield In streaming data scoring Preventative Maintenance
    11. 11. Getting Started with Predixion Cloud-based Predictive Analytics • Simple to set-up • Install Excel add-in • Connect to Predixion Cloud Service On-premise Predictive Analytics • Requires local SQL Server • Must follow install instructions • Keeps all data on premises
    12. 12. Try it out!
    13. 13. Insight Now DEMO
    14. 14. Insight Now Ribbon in Excel
    15. 15. Identifying Key Influencers
    16. 16. Many Data Viewers • Decision Trees • TreeMap • Predictor • Application-level views • Many more • Displayed – in Excel or – in the browser
    17. 17. Data Viewers in Browser
    18. 18. Visual Macros
    19. 19. Insight Analytics DEMO
    20. 20. Preparing the data • Use the Insight Workbench • Perform data profiling • Sample the data • Create an Application
    21. 21. Machine Learning Semantic Model • PAX – Predictive Analytics Expressions • Example ‘Z-Score normalization’ • N = (v-average(v))/stdev(v) • Data Access • Insight Workbench
    22. 22. Insight Workbench
    23. 23. Insight Workbench DEMO
    24. 24. Insight Analytics Model Algorithms Predixion Insight Analytics Data Mining Algorithm Classify Logistic Regression Estimate Regression Trees, Gaussian Trees, Neural Network Linear Regression, Logistic Regression Segment Probabilistic Clustering or K-Means Clustering Associate Associative (Decision) Trees or Association Rules (Market Basket) Forecast Blended Time Series (ARIMA & ARTXP)
    25. 25. Test the Model’s Accuracy
    26. 26. Manage and Share Results
    27. 27. Introduced in 3.0 Extensible Machine Learning Library Architecture • Pluggable to support Mahout and more In-place Scoring APIs • Support streaming APIs, such as StreamInsight • In-database scoring with SQL Server • Brings library to the data (like MapReduce) Marketplace • Reusable applications (by vertical)
    28. 28. Support in SQL Server 2012 • In-database scoring • Integration with SSIS
    29. 29. PAX Functions
    30. 30. Predixion Marketplace
    31. 31. Predixion Marketplace DEMO
    32. 32. Looking Forward • Support for Mahout (Hadoop) • Support for R
    33. 33. www.TeachingKidsProgramming.org • Free Courseware • Do a Recipe  Teach a Kid (Ages 10 ++) • Java or Microsoft SmallBasic • C# on Pluralsight • recipes)
    34. 34. VOTE CONFIRM SHARE
    35. 35. Keep Learning • Twitter: @LynnLangit • YouTube: http://www.youtube.com/user/SoCalDevGal • Hire me – To help build your BI/Big Data solution – To teach your team next gen BI – To learn more about using NoSQL solutions

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