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Operationalizing R
with Azure Machine Learning
Agenda
Intro
Azure ML Studio
Using R ML Studio
Publish Web Service
Other Features
Getting Started
Why Azure ML ?
Start in minutes
No hardware or installation
Only need a browser
Use existing R code
One-click publishing
U...
“A breakthrough in Machine Learning
would be worth TEN Microsoft’s.”
–Bill Gates
Demo: ML Studio
Demo: Execute R
Demo: R Model
Demo: Publish a Service
More …
OOTB Algorithms & APIs
Create an Custom Module
AzureML R Package
Programatic Retraining
Gallery & Marketplace
OOTB Algoritms
Microsoft APIs
Create Custom R Module
Retraining
Gallery
Marketplace
Getting Started
https://studio.azureml.net
Free vs. Standard
Pricing
Questions ?
Contact Info:
mchenry19@gmail.com
@CAMCHENRY
http://cmchenry.com
http://www.linkedin.com/in/cmchenry
https://p...
Backups
Experiments
New Experiment
Web Services
Notebooks
Datasets
Trained Models
Settings
Execute R - Graphics
Execute R - Visualize
Execute R - Histogram
Execute R - Box Plot
Execute R - Data Cleaning
Execute R - Graphics
Execute R - Output
PCA in R
PCA - R Code
PCA Results
PCA Graphic
R Model
Split Module
R Training Model
R Scoring Model
R Model Python Eval
R Model Evaluate
R Model ROC Curve
R Model Create Scoring
R Model Scoring Exp
R Model Scoring Results
R Model Publish
R Model Service
R Model Req/Resp
R Model Sample Code
Invoking R Model
Testing a Web Service
Operationalizing R with Azure ML
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Operationalizing R with Azure ML

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Had a great time discussing Azure ML with the Denver R User Group meeting this evening. We covered ways to use R in Azure ML to clean, transform and process data and to build machine learning models. This is a great meetup if you have a chance to attend a future meeting!

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Operationalizing R with Azure ML

  1. 1. Operationalizing R with Azure Machine Learning
  2. 2. Agenda Intro Azure ML Studio Using R ML Studio Publish Web Service Other Features Getting Started
  3. 3. Why Azure ML ? Start in minutes No hardware or installation Only need a browser Use existing R code One-click publishing Use what you need
  4. 4. “A breakthrough in Machine Learning would be worth TEN Microsoft’s.” –Bill Gates
  5. 5. Demo: ML Studio
  6. 6. Demo: Execute R
  7. 7. Demo: R Model
  8. 8. Demo: Publish a Service
  9. 9. More … OOTB Algorithms & APIs Create an Custom Module AzureML R Package Programatic Retraining Gallery & Marketplace
  10. 10. OOTB Algoritms
  11. 11. Microsoft APIs
  12. 12. Create Custom R Module
  13. 13. Retraining
  14. 14. Gallery
  15. 15. Marketplace
  16. 16. Getting Started https://studio.azureml.net
  17. 17. Free vs. Standard
  18. 18. Pricing
  19. 19. Questions ? Contact Info: mchenry19@gmail.com @CAMCHENRY http://cmchenry.com http://www.linkedin.com/in/cmchenry https://plus.google.com/+chrismchenry
  20. 20. Backups
  21. 21. Experiments
  22. 22. New Experiment
  23. 23. Web Services
  24. 24. Notebooks
  25. 25. Datasets
  26. 26. Trained Models
  27. 27. Settings
  28. 28. Execute R - Graphics
  29. 29. Execute R - Visualize
  30. 30. Execute R - Histogram
  31. 31. Execute R - Box Plot
  32. 32. Execute R - Data Cleaning
  33. 33. Execute R - Graphics
  34. 34. Execute R - Output
  35. 35. PCA in R
  36. 36. PCA - R Code
  37. 37. PCA Results
  38. 38. PCA Graphic
  39. 39. R Model
  40. 40. Split Module
  41. 41. R Training Model
  42. 42. R Scoring Model
  43. 43. R Model Python Eval
  44. 44. R Model Evaluate
  45. 45. R Model ROC Curve
  46. 46. R Model Create Scoring
  47. 47. R Model Scoring Exp
  48. 48. R Model Scoring Results
  49. 49. R Model Publish
  50. 50. R Model Service
  51. 51. R Model Req/Resp
  52. 52. R Model Sample Code
  53. 53. Invoking R Model
  54. 54. Testing a Web Service

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