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The Post Modern Stack

In this workshop, we discuss our “Post-Modern Data Stack”, that is, a deconstruction of the MLOps stack we previously shared with the community. In particular, we join the “modern data stack” (Snowflake + dbt) with “modern MLOps” practices, using Metaflow to bridge the gap between data, training, and inference in a pure serverless fashion.

As usual, we refuse to work in a toy stack, and with toy data: leveraging our huge data release from last year, we walk through a real-world recommendation pipeline, going from raw data to a live endpoint serving predictions.

You can download: Joining the modern data stack with the modern ML stack: https://github.com/jacopotagliabue/post-modern-stack

Speakers
Jacopo Tagliabue
Jacopo Tagliabue
Director of AI @ Coveo
Jacopo Tagliabue
Jacopo Tagliabue
Director of AI @ Coveo
Agenda
4:00 PM
4:28 PM
Opening / Closing

Musical Intro

4:15 PM
4:55 PM
Presentation

The Post Modern Stack

In this workshop, we discuss our “Post-Modern Data Stack”, that is, a deconstruction of the MLOps stack we previously shared with the community. In particular, we join the “modern data stack” (Snowflake + dbt) with “modern MLOps” practices, using Metaflow to bridge the gap between data, training, and inference in a pure serverless fashion.

As usual, we refuse to work in a toy stack, and with toy data: leveraging our huge data release from last year, we walk through a real-world recommendation pipeline, going from raw data to a live endpoint serving predictions.

+ Read More
Jacopo Tagliabue
4:55 PM
5:00 PM
Opening / Closing

Q&A

5:00 PM
5:15 PM
1:1 networking

Networking

Event has finished
June 15, 4:00 PM, GMT
Online
Hosted by
MLOps Community
MLOps Community
Event has finished
June 15, 4:00 PM, GMT
Online
Hosted by
MLOps Community
MLOps Community