Upgrade to Pro — share decks privately, control downloads, hide ads and more …

Boy meets Girl: A Machine Learning Deployment Story

1edef7d43832feaa0cb62d8bb2f63a7c?s=47 Vlad Iliescu
October 05, 2018

Boy meets Girl: A Machine Learning Deployment Story

The slides are just part of the story, get the whole resource set at https://github.com/vladiliescu/talks .

A tale as old as time: boy meets girl, girl asks boy to train a predictive model, boy succeeds. But when she discovers that he cannot operationalize said model, he is forced to go through a perilous journey into the strange and unfamiliar world of Azure Machine Learning deployment options. He learns to face his fears and evaluate the advantages and disadvantages of Azure Machine Learning Studio and Azure Machine Learning services, all the while hoping to redeem himself in the process.

Will he succeed? Will he manage to find an option that allows him to deploy a trained model as a web service, scale it, and consume it easily? Let’s find out!


Vlad Iliescu

October 05, 2018


  1. Boy meets girl A Machine Learning Deployment Story

  2. by @vladiliescu vladiliescu.net

  3. Starring Fefe iuliana

  4. Some backstory first

  5. So Fefe set off to train the perfect model...

  6. None
  7. None
  8. „Is that it?”

  9. None
  10. None
  11. Also, evaluations were coming in, like, two weeks

  12. https://azure.microsoft.com/en-us/overview/machine-learning/

  13. None
  14. None
  15. None
  16. None
  17. Which would you pick?

  18. None
  19. by @vladiliescu vladiliescu.net The End