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Overview
MLOps DataOps is a set of tools and principles to support the machine learning project lifecycledelivery of trusted, high-quality data. Below is an overview of the current discussion topics within the MLOps DataOps Committee. Further updates will follow as the committee work develops.
- Exposure to industrial approaches for managing Machine Learning models in production and create template architecture for managing Machine Learning project lifecycle
- Identify Projects and tools in MLOps
- DataOps Space and get the community exposed to how these MLOps
- DataOps tools work together and where to use in the pipeline (with pros and cons).
- Exposure to industrial approaches for dataset metadata management, governance, and automation of flow.
- Understand usage of MLOps
- DataOps tools and practices through industrial use cases (by domain). Identify gaps in the use case implementation and discuss solutions to bridge the gap. Take a data-centric Approach in managing ML model performance in production. Learn tools and best practices on a data-centric approach
- Exposure to tools and technologies that can help control the usage of data and securely access it across the enterprise in a cloud native platform.
- Provide an opportunity for committee members to perform research in the MLOps
- DataOps space.
- Educate the community about new developments in the MLOps
- DataOps space.
Mail List
Please self subscribe to the mail list here at https://lists.lfaidata.foundation/g/mlopsdataops-committee
Or email mlopsdataops-committee@lists.lfaidata.foundation for more information
Committee Chairs
Name | Region | Organization | |
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Saishruthi Swaminathan | North America | IBM | saishruthi.tn@ibm.com |
Committee Participants
Name | Country |
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Mandy Chessell | UK |
David Radley | UK |
Joe Pearson | USA |
Ronen Kat | Israel |
Adrian Gonzalez Sanchez | Canada |
Projects in Scope
Meetings
Insert meeting cadence, day of week, time, timezone
Subscribe to calendar via Groups.io mailing list: https://lists.lfaidata.foundation/g/mlopsdataops-committee/calendar
View group calendar: MLOps DataOps Committee - Community Meetings & Calendar
Meeting Content (minutes / recording / slides / other):
Date | Agenda/Minutes | ||||||
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March 18, 2022 | Data Governance for data-driven and AI-enabled companies
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February 10, 2022 | Egeria and OpenLineage Integration - Recording Link
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Oct 14, 2021 | Agenda:
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References
MLOps Committee Formation Proposal