Microsoft Officially Launches Azure Machine Learning Platform
techcrunch.com
techcrunch.com
OTOH, MS definitely needed to do this to hopefully win some people like me over, in order to continue to gain ground on Amazon in Cloud usage, IBM in ML software, and Apple in OS and hardware. I'm also intrigued by their marketplace, if I can use this as an app store to sell my services, I might be interested.
Best of luck to you MS, you have a challenge ahead of you in this space, but you seem to be firing on all cylinders lately!
This is much more about establishing Azure as an ML platform than Windows.
Microsoft shouldn't forget how GM was driven to bankruptcy at least partially by its inhouse part sourcing policy. If there's a weak link in the Microsoft cloud offering, users will simply hold out for Amazon's equivalent platform, which is undoubtedly a matter of time.
You're a challenger in the arena, so don't act like an entrenched incumbent.
As far as creating a model and deploying it to production, I cannot think of anything simpler and more wonderful to use than bigml. Outputs the decision trees /randomforests (via python api) in actual textual code. Hook that up to a Flask API and you've got your predictive web service.
0xdata.com is another one for more r/python users, can output gradient boosting models to straight up java objects (although that feature is pricey last time I looked into it), which of course is java so it's going to be pretty fast.
Really feeling for everyone out there still using PMML...