intro to predixion software - real world analytics

Download Intro to Predixion Software - Real World Analytics

Post on 26-Jan-2015

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Intro deck for developers for Predixion Software

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  • 1. By SQL Server MVP Lynn Langit for Predixion Software Real World Predictive Analytics

2. What is Predictive Analytics? Siegel defines predictive analytics as this: Technology that learns from experience (data) to predict the future behavior of individuals in order to drive better decisions. 3. Who Builds Predixion Software? Predixion engineering team IS the former Microsoft predictive analytics & data mining team Founders identified key strategic gaps in the BigData & BI landscape Predixion works with partners Accenture, Avanade, Microsoft, EMC and more 4. What is the Vision of Predixion Software? Predictive analytics must be SIMPLER Remove Complexity Create usable Predictive Analytics for real people Integrate with existing Microsoft tools (Excel, SQL Server, etc..) ALL Big Data & BI will be predictive Enable Integration Support Predictive Intelligence for many data scenarios Enterprises require END-TO-END solutions Support Collaboration Include usable Visualization tools Enable model reuse via publishing 5. What Is Predixion Insight? Server-based Predictive Applications / Models In the Cloud OR- On Premises (Uses SQL Server SSAS) Modeled in Excel Integrated Toolbars Visual Macros in Excel and in SSIS Use Varied Data Sources Excel, PowerPivot SQL Server Hadoop (future) Collaborate with Smart Output Viewers Visualize results of analysis Share results via email, comments, publishing 6. Create Predictable Hospital Acquired Infection Preventative maintenance / predictions of failure Predictable Readmission Management One Platform, Many Solutions Market Profiling and Targeting B2B Next Best Action Customer / Member Retention Collaborate Consume 7. 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 8. 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 9. Some Customer Scenarios 10. 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 patients stay Readmission risk scores are used by care givers to target appropriate patient care paths. 11. 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 12. Stop Guessing Start Knowing: Who are your best targets What offers will your customers/prospects respond to What action will improve business outcomes B2B: Next Best Offer / Action 13. Predixion Clients 14. Try it out 15. 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 16. Getting setup DEMO 17. Predixion Insight Platform Details 18. Insight Now Ribbon in Excel 19. Identifying Key Influencers 20. Many Data Viewers Decision Trees TreeMap Predictor Application-level views Many more Displayed in Excel or in the browser 21. Data Viewers in Browser 22. Insight Now DEMO 23. Insight Analytics Ribbon in Excel 24. Create the Model from Excel 25. Test the Models Accuracy 26. Data + Probability Score 27. Create ROI Analysis in Excel 28. Insight Analytics DEMO 29. Support in SQL Server 2012 In-database scoring Integration with SSIS 30. 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) 31. Machine Learning Semantic Model PAX Predictive Analytics Expressions Example Z-Score normalization N = (v-average(v))/stdev(v) Data Access Insight Workbench 32. Insight Workbench for building Applications 33. PAX Functions 34. Insight Workbench DEMO 35. Predixion Marketplace 36. Predixion Marketplace DEMO 37. Looking Forward Support for Mahout (Hadoop) Support for R 38. Learn More and Give Feedback How to contact Predixion Software