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Intro to Predixion Software - Real World Predictive Analytics
Intro to Predixion Software - Real World Predictive Analytics
Intro to Predixion Software - Real World Predictive Analytics
Intro to Predixion Software - Real World Predictive Analytics
Intro to Predixion Software - Real World Predictive Analytics
Intro to Predixion Software - Real World Predictive Analytics
Intro to Predixion Software - Real World Predictive Analytics
Intro to Predixion Software - Real World Predictive Analytics
Intro to Predixion Software - Real World Predictive Analytics
Intro to Predixion Software - Real World Predictive Analytics
Intro to Predixion Software - Real World Predictive Analytics
Intro to Predixion Software - Real World Predictive Analytics
Intro to Predixion Software - Real World Predictive Analytics
Intro to Predixion Software - Real World Predictive Analytics
Intro to Predixion Software - Real World Predictive Analytics
Intro to Predixion Software - Real World Predictive Analytics
Intro to Predixion Software - Real World Predictive Analytics
Intro to Predixion Software - Real World Predictive Analytics
Intro to Predixion Software - Real World Predictive Analytics
Intro to Predixion Software - Real World Predictive Analytics
Intro to Predixion Software - Real World Predictive Analytics
Intro to Predixion Software - Real World Predictive Analytics
Intro to Predixion Software - Real World Predictive Analytics
Intro to Predixion Software - Real World Predictive Analytics
Intro to Predixion Software - Real World Predictive Analytics
Intro to Predixion Software - Real World Predictive Analytics
Intro to Predixion Software - Real World Predictive Analytics
Intro to Predixion Software - Real World Predictive Analytics
Intro to Predixion Software - Real World Predictive Analytics
Intro to Predixion Software - Real World Predictive Analytics
Intro to Predixion Software - Real World Predictive Analytics
Intro to Predixion Software - Real World Predictive Analytics
Intro to Predixion Software - Real World Predictive Analytics
Intro to Predixion Software - Real World Predictive Analytics
Intro to Predixion Software - Real World Predictive Analytics
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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

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
  • Transcript

    • 1. By SQL Server MVP Lynn Langit Real World Predictive Analytics
    • 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. 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. 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. 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. 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. Visualizing Predixion Software
    • 8. Some Customer Scenarios
    • 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. 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. 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. Try it out!
    • 13. Insight Now DEMO
    • 14. Insight Now Ribbon in Excel
    • 15. Identifying Key Influencers
    • 16. Many Data Viewers • Decision Trees • TreeMap • Predictor • Application-level views • Many more • Displayed – in Excel or – in the browser
    • 17. Data Viewers in Browser
    • 18. Visual Macros
    • 19. Insight Analytics DEMO
    • 20. Preparing the data • Use the Insight Workbench • Perform data profiling • Sample the data • Create an Application
    • 21. Machine Learning Semantic Model • PAX – Predictive Analytics Expressions • Example ‘Z-Score normalization’ • N = (v-average(v))/stdev(v) • Data Access • Insight Workbench
    • 22. Insight Workbench
    • 23. Insight Workbench DEMO
    • 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. Test the Model’s Accuracy
    • 26. Manage and Share Results
    • 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. Support in SQL Server 2012 • In-database scoring • Integration with SSIS
    • 29. PAX Functions
    • 30. Predixion Marketplace
    • 31. Predixion Marketplace DEMO
    • 32. Looking Forward • Support for Mahout (Hadoop) • Support for R
    • 33. www.TeachingKidsProgramming.org • Free Courseware • Do a Recipe  Teach a Kid (Ages 10 ++) • Java or Microsoft SmallBasic • C# on Pluralsight • recipes)
    • 34. VOTE CONFIRM SHARE
    • 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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