MLOps Engineer
4 weeks ago
Job Description :
- Experience with Azure ML and MLOps Engineering for deployment of Machine Learning models.
- Experience in working in a complex environment running enterprise DevOps and/or MLOps solutions on the Azure Cloud, ideally focussed on AzureML technologies, tooling and working practises.
- Experience of DevOps/MLOps transformation and CI/CD implementation in a heterogeneous and large-scale technology landscape.
- A solid foundation of experience with DevOps within the Azure
- A solid understanding and demonstrated experience with AzureML, Containerisation, WebApps Kubernetes, Cognitive Services and other MLOps tools.
Skills and Experience :
- AzureML platform and associated services for development and deployment of Machine Learning Models
- Python, Javascript - Expert
- Terraform
- ARM/BICEP
- Azure DevOps tooling, setup, and deployments
- MLOps processes, culture, and tools
- Azure Cloud infrastructure, design and security
- Continuous integration and continuous delivery pipelines development
- Infrastructure as code, release orchestration tools, observability tools
- Solid experience working in Agile environment
- Application integration, API0s
Key accountabilities :
- Accountable for the successful deployment, resilience, and reliability of the analytics models.
- Accountable for the infrastructure and engineering required to support the development, deployment and support of analytical models in AzureML.
- Support for the tools and platform used to develop and deploy analytical models within Azure and RSA in general.
- Building on or DevOps/MLOps foundation to deliver an enterprise-wide machine learning capability based on AzureML, and other Azure services, including Cognitive Services.
- Define and implement DevOps & MLOps best practices
- Define MLOps tools strategy for Release Orchestration, CI/CD Pipelines etc.
- Collaborate with teams to synchronise CI/CD activities with DevOps, Data Scientists and Data Engineers.
- Coordinate with and support projects and programmes by executing environment creation, integration, and management activities.
- Working across teams from a number of suppliers (including IT Provision, system development, business units and programme management).
- Contribute to technology roadmap and cloud analytics strategy
- Change and deployment management for all analytics assets that are hosted on our cloud estate
- Continuous improvement and transformation initiatives for MLOps / DevOps in RSA
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