ML Ops Architect - Azure Platform
Company: Nigel Frank International US
Location: Atlanta
Posted on: May 28, 2023
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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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