
Senior AI Delivery Specialist
2 days ago
Job Overview
">- As a Senior MLOps Engineer, you will be responsible for driving the productionization of models, ensuring resilient services with clear service level objectives (SLOs), runbooks, and fast, safe rollbacks.
- You will build automation-first delivery pipelines using GitLab CI and Terraform-based Infrastructure as Code (IaC) to streamline our ML operations.
- With your expertise in scalable serving architectures, you will engineer batch and real-time inference on Amazon EKS/ECS/Lambda and Databricks Model Serving with probes, autoscaling, and canary/blue-green deployments.
- Instrument end-to-end observability (data, model, system) to detect drift/regressions and lead incidents and post-mortems that drive durable fixes.
- Partner across teams to translate requirements into designs, Architecture Decision Records (ADRs), and change plans; balance security, privacy, cost, and performance tradeoffs.
- Continuously reduce toil through automation, optimize model/GPU/LLM cost, and evolve templates/playbooks for repeatable delivery.
Key Qualifications
">- Bachelor's degree in Computer Science, Engineering, Data Science, or a related field and 3+ years of relevant experience in model operations, machine learning engineering, or a related field.
- 3+ years operating ML systems in production.
- Experience with Python for ML engineering (packaging, typing, testing, performance).
- Experience developing GitLab CI for ML/GenAI (multi-stage pipelines, artifacts, evaluation/security gates) and Terraform for ML/GenAI (reusable modules, drift detection); secure packaging & containerization.
- Experience deploying and operating compute for ML (EKS/ECS/Lambda), and secure data access patterns (S3/VPC/IAM/KMS, private endpoints).
- Experience implementing MLflow tracking, model registry & governed promotion, packaging & deployment to multi-target runtimes.
- Experience operating real-time + batch/streaming inference workloads, ML observability, layered testing (unit/integration), workflow orchestration, and cost optimization.
- Experience designing and implementing IAM least-privilege, secrets/key management for CI/CD pipelines; privacy and compliance awareness.
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