Loading…
Attending this event?
June 19-20, 2024
Paris, France
View More Details & Registration
Note: The schedule is subject to change.

The Sched app allows you to build your schedule but is not a substitute for your event registration. You must be registered for AI_dev Europe to participate in the sessions. If you have not registered but would like to join us, please go to the event registration page to purchase a registration.

This schedule is automatically displayed in CEST (Central European Summer Time) UTC/GMT +2 hours. To see the schedule in your preferred timezone, please select from the drop-down menu to the right, above "Filter by Date."

IMPORTANT NOTE: Timing of sessions and room locations are subject to change.

Back To Schedule
Wednesday, June 19 • 11:20 - 11:50
Building Reproducible ML Processes with an Open Source Stack - Einat Orr, lakeFS, Treeverse

Sign up or log in to save this to your schedule, view media, leave feedback and see who's attending!

Tweet Share
Machine learning experiments consist of Data + Code + Environment. While MLFlow Projects are a great way to ensure reproducibility of Data Science code, it cannot ensure the reproducibility of the input data used by that code. In this talk, we'll go over the trifecta required for truly reproducible experiments: Code (KubeFlow and Git), Data (Minio+lakeFS) and Environment (Infrastructure-as-code). This talk will include a hands-on code demonstration of reproducing an experiment, while ensuring we use the exact same input data, code and processing environment as used by a previous run. We will demonstrate programmatic ways to tie all moving parts together: from creating commits that snapshot the input data, to tagging and traversing the history of both code and data in tandem.
Speakers
EO

Einat Orr

lakeFS co-creator and Treeverse co-Founder, lakeFS; Treeverse
Einat Orr has 20+ years of experience building R&D organizations and leading the technology vision at multiple companies, the latest being Similarweb, that IPO in NYSE last May. Currently she serves as Co-founder and CEO of Treeverse, the company behind lakeFS, an open source platform... Read More →

Wednesday June 19, 2024 11:20 - 11:50 CEST
Jussieu (Level 3)
  AI in Action
Feedback form isn't open yet.