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ML Ops Architect - Azure Platform

Company: Nigel Frank International US
Location: Atlanta
Posted on: May 28, 2023

Job Description:

MLOps ArchitectProduct Dev Functional Lead Team Coordination Responsible for coordination and delivery of all Product and Infra work Organizes and holds weekly check-in meetings for architecture reviews and code reviews Sets up rhythm for daily syncs Maintains backlog, including coordinating with project managers to populate features/deliverables and user stories/activities with sufficient information. Leads pre-sprint planning to review backlog, assign work, and update issues and risks Identifies dependencies and risks to projects within the area MLOPs Project Manager Identify best architecture for given solution in accordance with emerging best-practices in field Support development of high-level project plans including final deliverables (together with Pillar lead) Builds and maintains walking deck, strategic communications, architecture diagrams, and all documentation for project Serves as point of contact for all project-based work Develops connections with other teams to support project needs Sets up meetings/sends out notes and action items, etc. Documentation Develops and maintains documentation on overall MLOps architecture including pipeline diagrams, component architecture diagrams, and infrastructure diagrams Release Operations Responsible for all code releases from development into main Tests all releases end-to-end before finalizing Develops and writes release notes to share with operations for change log documentation Cloud InfrastructureStrong Azure experience is a requirement Permissions Understand Azure RBAC roles, responsibilities, etc. for each Azure resource in-scope Work with SC-Alt account owner to make necessary updates/changes to roles, permissions, resource group configuration in Azure Develop and Maintain IDWeb access groups as necessary to provide proper permissions to Azure resources Infra Architecture Ensure different environments are set up in similar manner to ensure smooth development to production transition Establish and share best practices for cloud infrastructure set-up Work with subscription owner(s) to secure additional resources as needed Maintains service entries in IT systems Monitoring Monitor usage and budget; suggest ways to reduce usage and budget if needed Keep up-to-date on Shadow IT changes and impacts to our resourcesMLOps Engineering (Shared responsibilities with MLOps Engineers) New Pipeline Development Develop new components and orchestrate components into ML pipelines to support product needs Identify process improvements and make suggestions for implementing Document all components including inputs, outputs, typical usage Document pipelines, including production uses and limitations Pipeline Maintenance Develop tests to identify issues with typical usage of pipelines Develop alerts to flag issues with pipelines Maintain code alongside libraries in-use to ensure secure, up-to-date library versions are in-use Refactor code to ensure bug-free, streamlined experiences CI/CD and Release Support Review all PRs, including suggesting improved implementation techniques and verifying code meets team-established best practices Create PRs for hot-fix loop-backs to dev Develop automated CI/CD pipelines to trigger ML pipeline builds when changes are made in pipelines Dev Support Serve as a SME on all things AML (accessing data, using notebooks, authentication, running dev tasks including using components, etc.) Operations Support Investigate, solve, and deploy bug fixes as needed if bugs in production occur KT with production operators on pipeline/process changes

Keywords: Nigel Frank International US, Atlanta , ML Ops Architect - Azure Platform, Professions , Atlanta, Georgia

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