
AI Infrastructure Specialist
20 hours ago
This is a key role that oversees the creation, update, and deletion of model pools. Additionally, it ensures accurate provisioning and decommissioning across development, testing, and production environments.
Key Responsibilities:
- Model Pool Management: Create, update, and delete model pools to optimize resource utilization.
- Provisioning and Decommissioning: Ensure accurate provisioning and decommissioning of model pools across different environments.
- Security Patch Management: Implement and maintain timely security patches for all model pools.
- Compliance: Ensure compliance in regulated environments, including government clouds and internal services.
- Quota Monitoring and Dynamic Scaling: Continuously monitor model pool usage metrics and system performance. Adjust quotas based on business demand and AI inference load to optimize resource allocation.
- Automation and Process Improvement: Develop and maintain automated workflows for lifecycle operations and monitoring. Collaborate with cross-functional teams to improve operational efficiency and governance.
Required Skills and Qualifications:
- C# and .NET Expertise: Strong expertise in C# and .NET for automation and service development.
- Geneva Actions Experience: Hands-on experience with Geneva Actions for resource lifecycle automation.
- Azure Data Explorer Knowledge: Experience with Azure Data Explorer and Kusto Query Language (KQL) and Dashboard for monitoring and analytics.
- Azure DevOps Familiarity: Familiarity with Azure DevOps for CI/CD pipeline implementation.
- Development Environment Proficiency: Proficient with Visual Studio Code or similar development environments.
- Cloud Expertise: Solid understanding of model lifecycle, scaling, and quota management in cloud environments.
- Security Patch Management Experience: Experience in security patch management in regulated or government cloud environments.
- Problem-Solving Skills: Strong problem-solving skills and ability to work in fast-paced, dynamic environments.
- Senior Engineers: Senior engineers must have at least 5 years of relevant experience.
Preferred Qualifications:
- Ai/ML Model Deployment Experience: Experience with Ai/ML model deployment and inference workloads.
- Large-Scale Cloud Platforms Experience: Experience working with large-scale cloud platforms such as Azure.
- Performance Tuning and Cost Optimization Understanding: Understanding of performance tuning and cost optimization for cloud-based ML services.
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