Weekly MLOps Demo - October 22nd 2021
All Weekly Demos: #16
Recording
Vision
Machine Learning Engineers and Data Scientists love and advocate for GitLab.
Mission
Identify opportunities in our portfolio to explore ways where GitLab can provide a better user experience for Data Science and Machine Learning across the entire Machine Learning life cycle (model creation, testing, deployment, monitoring, and iteration).
What Was Done
Jupyter Notebooks Rich Diff
Epic: gitlab-org&6589 (closed)
We are still working on gitlab-org/gitlab!71477 (merged). This we, we added svgs and latex outputs into the diff, and wrapped the code behind a feature flag to better monitor and roll back if necessary.
Model Registry
Model Registry is a common component of the MLOps architecture, it's where models are stored and versioned. We want to explore this space by first integrating GitLab CI/CD with the major providers. Our first candidate on this is MLFlow
Issue: #19
Up Next
- Wrap up gitlab-org/gitlab!71477 (merged)
- Create the initial code for connecting GitLab and MLFlow