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Microsoft Technologies for Data Science 201601

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Microsoft provides several technologies in and around SQL Server which can be used for casual to serious data science. This presentation provides an authoritative overview of five major options: SQL Server Analysis Services, Excel Add-in for SSAS, Semantic Search, Microsoft Azure Machine Learning, and F#. Also included are tips on working with Python and R. These technologies have been used by the presenter in various companies and industries.

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Microsoft Technologies for Data Science 201601

  1. 1. Microsoft Technologies for Data Science Mark Tabladillo, Ph.D. Senior Data Scientist LogicBlox/Predictix
  2. 2. Networking Interactive
  3. 3.     
  4. 4. http://www.bizjournals.com/atlanta/subscriber-only/2015/07/31/top-tech-employers- 2015.html
  5. 5. Name Atlanta Georgia Total McKesson Corporation 3,455 3,525 36,868
  6. 6. Name Atlanta Georgia Total McKesson Corporation 3,455 3,525 36,868 Verizon Wireless 3,525 4,839 NA
  7. 7. Name Atlanta Georgia Total McKesson Corporation 3,455 3,525 36,868 Verizon Wireless 3,525 4,839 NA Lockheed Martin 5,800 5,800 24,000
  8. 8. Name Atlanta Georgia Total McKesson Corporation 3,455 3,525 36,868 Verizon Wireless 3,525 4,839 NA Lockheed Martin 5,800 5,800 24,000 Cox Enterprises Inc. 7,484 7,685 50,000
  9. 9. Name Atlanta Georgia Total McKesson Corporation 3,455 3,525 36,868 Verizon Wireless 3,525 4,839 NA Lockheed Martin 5,800 5,800 24,000 Cox Enterprises Inc. 7,484 7,685 50,000 AT&T Inc. 16,794 21,084 250,790
  10. 10. Terms Definition Data Science Machine Learning Data Mining Applied Statistics the automated or semi- automated process of discovering patterns in data Applied scientific method
  11. 11. http://www.kdnuggets.com/polls/2015/analytics- data-mining-data-science-software-used.html http://products.office.com/en-us/excel http://www.microsoft.com/en- us/server-cloud/products/sql-server/ http://pytools.codeplex.com/ http://azure.microsoft.com/en- us/services/hdinsight/ http://www.revolutionanalytics.com/
  12. 12. Technology Choices SQL SERVER ANALYSIS SERVICES Enterprise Business Intelligence EXCEL ADD-IN FOR SSAS Office 365 Office 2013 or Higher x64 SEMANTIC SEARCH Enterprise Business Intelligence Standard Web Express with Advanced Services MICROSOFT AZURE ML Free (Size Limited) Paid (Web Service): Experiment + Query F# Open Source
  13. 13. http://download.microsoft.com/download/F/C/2/FC21C981- 4351-4434-A78A- 3384CA7515BF/SQL_Server_2016_Deeper_Insights_Across_D ata_White_Paper.pdf
  14. 14. SS SQL AS NoSQL
  15. 15. Data mining add-in for business analysts • Ease of use • Rich data mining • Scalable
  16. 16. Rowset Output with Scores Varchar NVarchar Office PDF
  17. 17. Documents Full-Text Keyword Index “FTI” iFilters Semantic Document Similarity Index “DSI” Semantic Database Semantic Key Phrase Index – Tag Index “TI”
  18. 18. Simplified Chinese British English Portuguese Chinese (Hong Kong SAR, PRC) Spanish Chinese (Singapore) Chinese (Macau SAR)
  19. 19. Time in Seconds vs. Number of Documents (2011 – K. Mukerjee, T. Porter, S. Gherman – Microsoft) http://users.cis.fiu.edu/~lzhen001/activities/KDD2011Program/docs/p213.pdf
  20. 20.  http://download.microsoft.com/download/3/B/9/3B9 FBA69-8AAD-4707-830F- 6C70A545C389/Introducing_Azure_Machine_Learnin g.pdf
  21. 21.  http://datacamp.com
  22. 22.   https://github.com/jakevdp/sklearn_pycon2015
  23. 23. http://azure.microsoft.com/en-us/services/machine-learning/
  24. 24. Mutable Immutable Classic Open Source Java Scala .NET Now Open Source C#, C++, VB.NET F#
  25. 25. Conference: http://www.kdd.org/
  26. 26. http://www.kdnuggets.com/2015/09/free-data-science- books.html
  27. 27.  https://channel9.msdn.com/Blogs/Windows-Azure  https://mva.microsoft.com/   
  28. 28. http://blogs.technet.com/b/machinelearning/ http://social.msdn.microsoft.com/forums/azure/en- US/home?forum=MachineLearning http://sqlserverdatamining.com http://marktab.net http://curah.microsoft.com/342704/azure-machine-learning- videos-february-2015

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