Building a MLOps Platform for All Data Personas - Lessons from IKEA

Explore IKEA's journey in developing a custom MLOps platform that caters to four distinct data personas in this 45-minute DockerCon 2023 conference talk. Discover how IKEA engineers tackled challenges such as standardizing model development, addressing Responsible AI complexities, improving cost-efficiency for compute-intensive models, and meeting the needs of non-code-first personas. Learn about their approach to leveraging open source components alongside custom-built solutions to create a cohesive MLOps platform. Gain insights into establishing governance for a large organization and adopting a platform-as-product mindset. Understand how IKEA's solution integrates open source, public cloud, private cloud, and multiple interaction interfaces to meet the diverse needs of their data community.

A MLOps Platform for All Data Personas: Lessons learned from IKEA (DockerCon 2023)