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Event

AI Workshop (Virtual): Full-Stack ML with Metaflow

2024-05-28 – 2024-05-28 Meetup Visit website ↗

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** RSVP: Register here to receive joining link before the deadline. There are also two other sessions, you need to register each one:

Description: This workshop is for data scientists and machine learning engineers who want to learn how to move machine learning projects from prototypes and experiments to production as a repeatable process. If you want to build production-grade, SLA-satisfying software systems in Python code, including core MLOps building blocks (such as versioning, experiment tracking, workflows, and so on), then this course is for you.

​This workshop will teach you all the ingredients of full-stack machine learning and the infrastructure you’ll need to use to deploy your ML and AI models to production. It will involve continuous, hands-on coding using our Metaflow sandbox, a browser-based VSCode environment with the ML infrastructure to power Metaflow provisioned for you at the click of a button.

​You’ll learn how to:

  • - ​​Orchestrate machine learning workflows;
  • - ​​​Use versioning\, model reporting\, and notebooks to inspect your workflows and models;
  • - ​​​Leverage cloud compute resources to scale entire workflows and single steps;
  • - ​​Deploy workflows and models to production systems and;
  • - ​Configure A/B tests to establish iterative AI development cycles;
  • - And much more.

​Warnings: This course is not a typical data science workshop in the sense that:

  • - This is an engineering-focused course\, not an ML course. You will get to build actual functional systems\, not learn about how to train models or run cross-validation. That said\, the course is intended to be accessible to non-engineers: we want to make sure that all (data) scientists can build real-world DS\, ML\, and AI software systems;
  • ​- Outerbounds provides managed infrastructure for the course, including data storage in S3, Kubernetes as a computing platform, workflow scheduling and event-triggering with Argo, and more - all accessed through Python files and notebooks in a familiar IDE.

Community on Slack/Discord

  • Event chat: chat and connect with speakers and attendees
  • Sharing blogs, events, job openings, projects collaborations
  • Join Slack/Discord (link is at the bottom of the page)

Speakers: If you have a keen interest in speaking to our community, we invite you to submit topics for consideration: https://forms.gle/JkMt91CZRtoJBSFUA

Sponsors: We are actively seeking sponsors to support our community. Whether it is by offering venue spaces, providing food/drink, or cash sponsorship. Sponsors will not only speak at the meetups, receive prominent recognition, but also gain exposure to our extensive membership base of 350K+ AI developers worldwide.

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