Uber's Michelangelo vs. Netflix's Metaflow

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  Uber's Michelangelo vs. Netflix's Metaflow Michelangelo Pain point Without michelangelo, each team at uber that uses ML (that’s all of them - every interaction with the ride or eats app involves ML) would need to build their own data pipelines, feature stores, training clusters, model storage, etc.  It would take each team copious amounts of time to maintain and improve their systems, and common patterns/best practices would be hard to learn.  In addition, the highest priority use cases (business critical, e.g. rider/driver matching) would themselves need to ensure they have enough compute/storage/engineering resources to operate (outages, scale peaks, etc.), which would results in organizational complexity and constant prioritization battles between managers/directors/etc. Solution Michelangelo provides a single platform that makes the most common and most business critical ML use cases simple and intuitive for builders to use, while still allowing self-serve extensibi...
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Rate my design

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Yesterday I worked on refactoring one of the components in my ASP.NET MVC2 project. If anybody's reading and knows anything about software, I'd be glad to have your feedback on the design.

The controller handles all the logic, taking requests from the web and processing/delivering the response. My models are basically just data-transfer objects, and the Views are each strongly typed to a model, so that it can access values given by the controller.

There are 3 different types of views, one inside the other.

The outermost view is not type cast to any model, it just calls some javascript that asynchronously loads _ServerView views into a div element. The _ServerView's are strongly-typed to ServerModel's. The _ServiceView holds the smallest bit of information, and they're loaded one-by-one for each _ServerView. The _ServiceView is type cast to a ServiceModel.

Using this structure, we can have any number of _ServerView views on a page, and any number of _ServiceView views for each _ServerView. This is stuff that the business-side would desire to be configurable. .......Any thoughts? HA!

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