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[D] Deploying deep learning models into production without HTTP overhead

Hi folks,

when it comes to deployment and integration of deep learning models, it seems like there are a lot of solutions out there, but the most are kind of complex or depend on third party solutions. While it often seems to be a good idea to containerize models and deploy them the modern microservices way, I think this approach is kind of heavy and needs a lot of infrastructure, therefore is not the best idea as small or medium sized company.

I want to share an alternative approach, which can be used easily by just utilizing what python and e.g. the Java ecosystem offers out-of-the-box. Link

What about you, how do you productionize deep neural networks?

Cheers

submitted by /u/ixeption
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Toronto AI is a social and collaborative hub to unite AI innovators of Toronto and surrounding areas. We explore AI technologies in digital art and music, healthcare, marketing, fintech, vr, robotics and more. Toronto AI was founded by Dave MacDonald and Patrick O'Mara.