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[D] An Open Source Stack for Managing and Deploying ML Models – DVC & Cortex – Tutorial

https://towardsdatascience.com/an-open-source-stack-for-managing-and-deploying-models-c5d3b98160bc

In this tutorial, we’re going to use DVC to create a model capable of analyzing StackOverflow posts, and recognizing which ones are about Python. We are then going to deploy our model as a web API, ready to form the backend of a piece of production software.

DVC stores your model weights and training data in a centralized location, allowing collaborators to get started easily, while also tracking changes and ensuring an accurate version history.

As a final step in this tutorial, we’re going to integrate DVC with another open source tool—Cortex—that allows us to deploy DVC-generated models as web APIs, ready for production.

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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.