
Leading MLOps Engineer
3 days ago
We are seeking a seasoned Senior MLOps Engineer to spearhead the development and deployment of our AI infrastructure.
This role requires collaboration with researchers, product teams, and DevOps to transform prototypes into production-ready services that meet stringent SLAs for latency, reliability, and cost efficiency.
80% GPU utilization.Drive initiatives on model governance, automated drift detection (≤10% false positives), and data-management best practices.Integrate vector databases (Qdrant, Pinecone) for low-latency semantic retrieval, and build agentic workflows using LangChain or similar frameworks.Architect RBAC-driven, isolated ML services to securely serve 100–500+ organizations.Design Prometheus/Grafana dashboards, ELK/Fluentd logging pipelines, and alerting for all ML workloads.Maintain CI/CD pipelines for Python (FastAPI) and TypeScript (NestJS) inference services.Define and track SLAs/SLOs, optimize cloud spend by ≥ 20% year-over-year, and ensure GPU clusters operate at > 80% utilization.Partner with AI researchers, product managers, and legal to align MLOps standards with compliance and roadmap goals.Mentor junior engineers, run quarterly brown-bags, own onboarding docs (upskill 5+ engineers/quarter), and publish ≥ 1 open-source contribution or talk annually.Requirements:- 9–14 years in software engineering, including ≥ 4 years in MLOps or ML infrastructure.
- Strong expertise in cloud platforms (AWS/GCP/Azure), Kubernetes, Docker, Terraform, Helm, Kubeflow, and MLflow.
- Experience with inference frameworks (Triton, TensorFlow Serving, BentoML, TorchServe).
- Familiarity with distributed training, workload schedulers, and GPU-cluster orchestration.
- Proficiency in Python, TypeScript, and infrastructure-as-code (Terraform, Helm, etc.).
- A proven track record building reliable, scalable ML systems in production.
Critical Skills:
- Vector DB integration (Qdrant, Pinecone)
- Agent orchestration (LangChain, LlamaIndex)
- Multi-tenant security and RBAC
- Observability stacks (Prometheus/Grafana, ELK)
- CI/CD for FastAPI/NestJS services
Preferred:
- Master's/PhD in CS/AI and certifications such as AWS ML Specialty, Google Cloud Professional ML Engineer, or CNCF CKA/CKAD.
- Prior experience at AI-focused startups or enterprises scaling ML for 100–500 orgs.
- Understanding of low-latency streaming inference or agent-based LLM systems.
- Excellent written and verbal communication, and a proven ability to drive consensus across functions.
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