R at Microsoft (useR! 2016)
Download as PPTX, PDF8 likes2,480 views
The document discusses the analysis of historical black box sensor records and maintenance events for aircraft, utilizing machine learning models to predict maintenance needs. It highlights the rapid growth of data science from 2011 to 2016, emphasizing a significant increase in data generation and the importance of bridging the talent gap in the industry. Additionally, it references various tools and platforms like R, Python, and Azure for data analysis and modeling.
R at Microsoft (useR! 2016)
- 5. Historical black box sensor records and maintenance events for many aircraft Train and compare various models to predict maintenance events Scoring rules to predict likely maintenance events from sensor data
- 15. cloud computing 2011 2016 5x increase data science Universities filling 300,000 US talent gap 90% of the data in the world today has been created in the last two years alone big data open source including R, Python, Linux, Hadoop, Spark, …
- 16. David Smith R Community Lead Microsoft @revodavid [email protected] Revolutions blog blog.revolutionanalytics.com
- 17. Thank you! David Smith R Community Lead Microsoft @revodavid [email protected] Revolutions blog blog.revolutionanalytics.com blog.revolutionanalytics.com/2016/02/xbox_usage_trends_r.html www.microsoft.com/en-us/stories/88acres powerbi.microsoft.com/en-us/industries/airline blog.revolutionanalytics.com/2016/03/sql-server-2016-launch.html studio.azureml.net github.com/RevolutionAnalytics/AzureML blog.revolutionanalytics.com/2016/03/scoring-r-models-with-excel.html www.visualstudio.com/en-us/features/rtvs-vs.aspx mran.microsoft.com/download
Editor's Notes
- #5: https://powerbi.microsoft.com/en-us/industries/airline
- #7: https://studio.azureml.net/
- #8: https://github.com/RevolutionAnalytics/AzureML
- #9: Details: http://blog.revolutionanalytics.com/2016/03/scoring-r-models-with-excel.html
- #12: https://www.visualstudio.com/en-us/features/rtvs-vs.aspx
- #13: https://www.microsoft.com/en-us/server-cloud/products/sql-server-2016/ Random Forests
- #14: Support for R R packages: AzureML, checkpoint, doParallel, Rhadoop, DeployR Open Full support for Linux in Azure, and now SQL Own Linux Distribution .NET open source