May 8 - 9, 2023 | Vancouver, Canada
View More Details & Registration

The Sched app allows you to build your schedule but is not a substitute for your event registration. You must be registered for cdCon+GitOpsCon 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 Pacific Daylight Time (UTC -7). To see the schedule in your preferred timezone, please select from the drop-down menu to the right above "Filter by Date."
Back To Schedule
Tuesday, May 9 • 4:45pm - 5:00pm
GitOps for Machine Learning Pipelines - Rishit Dagli, University of Toronto & Shivay Lamba

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

Feedback form is now closed.
GitOps is very commonly used by developers. What if I told you, you could get the befits of GitOps for your end-to-end ML jobs be it: training, inference, mentoring, testing, and more. In this talk, we start by showing the core processes that consist of an ML lifecycle and introduce Kubeflow which is an open source project for making ML on Kubernetes simple, portable, and scalable. We then show how one could do all the Machine Learning processes including but not limited to running training experiments, hyperparameter tuning, end-to-end machine learning pipelines, and training jobs while leveraging the power of GitOps. Furthermore, we also show how one could deploy multiple Kubeflow components and perform the aforementioned tasks while being deployed with Argo CD. This talk essentially equips the audience to be able to use GitOps for their Machine Learning tasks. To top it off, this talk ends with a demo of deploying an end-to-end Kubeflow ML pipeline, all with the power of GitOps.

avatar for Rishit Dagli

Rishit Dagli

CS Undergrad, University of Toronto
Rishit Dagli is a CS Freshman at The University of Toronto. He loves working with Machine Learning, especially Computer Vision and Kubernetes. He is an active contributor to multiple open-source projects like TensorFlow, KubeFlow, and Kubernetes. He also loves building open-source... Read More →
avatar for Shivay Lamba

Shivay Lamba

Developer Advocate
Shivay Lamba is a software developer specializing in DevOps, Machine Learning and Full Stack Development. He is an Open Source Enthusiast and has been part of various programs like Google Code In and Google Summer of Code as a Mentor and has also been a MLH Fellow. He is actively... Read More →

Tuesday May 9, 2023 4:45pm - 5:00pm PDT
Meeting Room 215-216
  GitOps Lightning Talks