Paige Bailey

Using GitHub for Machine Learning and MLOps

In this presentation, you will learn how to build, deploy, and maintain open-source machine learning models directly from GitHub. We will use Codespaces and devcontainers for model creation; VS Code for data science and machine learning inner-loop development; Actions to automate data preprocessing and merges; and Pages to deploy.

Paige Bailey is the director of machine learning and MLOps at GitHub. Prior to joining GitHub, Paige was a lead product manager at Google Brain and at DeepMind, and a software engineer at Microsoft in the office of the Azure CTO. As a former data scientist and applied machine learning engineer, Paige cares deeply about both user experience and developer tools for bringing models into production.

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