Search Results for author: Ville Tuulos

Found 2 papers, 1 papers with code

Reasonable Scale Machine Learning with Open-Source Metaflow

no code implementations21 Mar 2023 Jacopo Tagliabue, Hugo Bowne-Anderson, Ville Tuulos, Savin Goyal, Romain Cledat, David Berg

As Machine Learning (ML) gains adoption across industries and new use cases, practitioners increasingly realize the challenges around effectively developing and iterating on ML systems: reproducibility, debugging, scalability, and documentation are elusive goals for real-world pipelines outside tech-first companies.

DAG Card is the new Model Card

3 code implementations24 Oct 2021 Jacopo Tagliabue, Ville Tuulos, Ciro Greco, Valay Dave

Following the intuition behind Model Cards, we propose DAG Cards as a form of documentation encompassing the tenets of a data-centric point of view.

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