SIG MLOps sig-mlops@lists.cd.foundation

CDF MLOps SIG

Overview

The MLOps SIG creates designs, specifications, shared code and processes to enable MLOps and Data and ML Pipeline capabilities on top of CD Projects, e.g. Tekton.

Agenda

  • Define requirements for MLOps for Tekton
  • Investigate potential existing dominant technologies in ML Pipeliens space, and their integration with Tekton e.g. Kubeflow Pipelines
  • Plan for quarterly face-to-face meetings

The SIG will deliver designs, specifications, shared code and processes that meet the following goals:

  • Enable actions performed while writing code, compiling, testing, and distributing software to be manifested and verifiable.
  • Enable integration between MLOps Pipelines and Tekton e.g. Kubeflow Pipelines working with Tekton as a backend
  • Enable support structure for this code to be maintained, tested on a rigorous level
  • Define architecture and guidelines around Lineage tracking, Metadata collection, Experiment tracking, Date versioning, ETL operations etc. which a typical Data and ML Pipeline shall support

Members

  • Animesh Singh (IBM) - Chair
  • Pavel Dournov (Google) - Co-chair
  • Michael Neale (CloudBees) - Co-chair
  • Hamel Husain (Github) - Co-chair
  • Jeremey Lewi (Google) - Kubeflow Lead
  • Andrea Fritolli (IBM) - Tekton Committer
  • Peng Li (IBM) - Tekton Committer
  • Pete MacKinnon (Red Hat) - Kubeflow contributor
  • Václav Pavlín (Red Hat) - Open Data Hub Lead
  • Terry Cox (Bootstrap) - MLOps Roadmap Lead

Communication

MLOps SIG communication happens via a public mailing list: https://lists.cd.foundation/g/sig-mlops
You can join in the discussion on Slack with us to collaborate.

Meetings

The MLOps SIG meets every other week at 9:30 AM Pacific, on Thursdays

Meeting agendas, minutes, and documentation are here: https://github.com/cdfoundation/sig-mlops

Download this invitation to add the meeting to your calendar: https://zoom.us/meeting/tZwlf-6orzsubcRZxykyjaEa3v90b2nOlA/ics?icsToken=98tyKuGgpjMtGtWVtF3tRaovW9ribOHyl3NNmJlFhRT8CSF2Y1Dgb7JAYLxQHPmB

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