Goyal & Ramakrishnan - Enterprise-grade Full Stack ML Platform | PyData Seattle 2023

www.pydata.org
There is a pressing need for tools and workflows that meet data scientists where they are: how to enable an organization of data scientists, who may not have formal training as software engineers, to build and deploy end-to-end machine learning workflows and applications independently.
We wanted to provide the best possible user experience for data scientists, allowing them to focus on the parts of the ML stack where they can deliver the most value (such as modeling using their favorite off-the-shelf libraries) while providing secure & robust built-in solutions for the underlying infrastructure (including data, compute, orchestration, and versioning). In this talk, we discuss the problem space, our enterprise-scale challenges at Dell, and the approach we took to solving it with Metaflow, the open-source ML platform developed at Netflix, & Outerbounds.
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