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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TryRuby today!

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Evening code fans.

I'm making some progress on a software system that I'm building at work, and I've started to enjoy the process of finding a problem, creating a solution, and writing code to represent what I've come up with. But now I wanna try something new...

I've been hearing a lot about Ruby on Rails in recent times, and I'm highly interested in it at this point. For those of you who don't know, Ruby is an object oriented programming language, but it's different from Java and C# in that it's a scripting language, so it doesn't get compiled down to machine code before it's run. "Rails" is a framework written for the Ruby language that makes it ridiculously easy to create websites in a Model-View-Controller sorta way. Just to get a basic web server up and running requires only 2 super simple commands on the command line!

A Rails webpage differs from ASP.NET MVC (the stuff I'm using at work) in that it doesn't require Microsoft servers to host it - translation : possibility for FREE hosted webpages using services like Heroku. A few popular sites that run on Rails include :

Twitter
Groupon
Lumosity
Shopify
Yellow Pages
Living Social
Github

for a more complete and prettier list, click here.

Frickin' Twitter! Twitter runs on Rails! An open-source (oh yeah, it's open source too! and has a HUGE community for support, questions, and plug-ins & frameworks for anyone who wants to use 'em) web framework runs one of THE most visited site in the world!

SO all-in-all, I was excited about the possibilities, but I didn't know how to get into Ruby. I mean, learn a new language, just like that? Who's gonna teach me? I'm not even a graduate yet! Lo and behold, I found this awesome site called TryRuby.org. It hand holds you through the first bit of learning Ruby, and I mean it HOLDS your HAND! It tells you exactly what to type, and what Ruby's doing when you hit enter. I'm also planning on beginning reading a book on the Ruby language called Programming Ruby 1.9. Hopefully something comes of it. If you're interested in web dev, or find coding fun, click the link above to try it out!

Happy coding.

Comments

  1. Admiral AdneyJuly 12, 2012 at 6:59 AM

    I was exploring for hire ruby on rails programmer and alighted up on your send and i ought declare thanks for dividing such practical information.

    ReplyDelete

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