Scale By the Bay Scale By the Bay

Thursday, October 28, 2021

Building an ML Platform from Scratch
Alon Gubkin
Alon Gubkin
Aporia, VP R&D

In this workshop you’ll learn how to set up an ML platform using open-source tools like Cookiecutter, DVC, MLFlow, KFServing, Pulumi, GitHub Actions and more.

We'll explain each tool in an intuitive way and the problem they solve, in order to build a useful platform that combines all of them. All code will be available on GitHub after the workshop, so you'll be able to easily integrate it into your existing work environment. There’s no “one size fits all” ML Platform. Each organization has their own needs and requires a customizable and flexible solution. In this workshop you’ll learn how to create the right solution for your own organization.

The workshop is intended for data scientists and ML engineers from all industries – from small startups to large corporations and academic institutions.