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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
xgboost Vowpal WabbitRattle
CNTK
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, …
David Smith
R Community Lead
Microsoft
@revodavid
davidsmi@microsoft.com
Revolutions blog
blog.revolutionanalytics.com
Thank you!
David Smith
R Community Lead
Microsoft
@revodavid
davidsmi@microsoft.com
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

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R at Microsoft (useR! 2016)

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  • 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
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  • 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 davidsmi@microsoft.com Revolutions blog blog.revolutionanalytics.com
  • 17. Thank you! David Smith R Community Lead Microsoft @revodavid davidsmi@microsoft.com 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

Hinweis der Redaktion

  1. https://powerbi.microsoft.com/en-us/industries/airline
  2. https://studio.azureml.net/
  3. https://github.com/RevolutionAnalytics/AzureML
  4. Details: http://blog.revolutionanalytics.com/2016/03/scoring-r-models-with-excel.html
  5. https://www.visualstudio.com/en-us/features/rtvs-vs.aspx
  6. https://www.microsoft.com/en-us/server-cloud/products/sql-server-2016/ Random Forests
  7. 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