Tech Stack
DockerBentoMLKubernetesCI/CDGitAzure
Job Description, Responsibilities & Requirements
Description language:
About the Position
MLOps for a Risk Management Platform
Join Lemon.io as an MLOps Engineer for a risk management platform, deploying ML models on Azure for enterprise AI risk management.
Responsibilities
- Bridge data science and production at a company ensuring reliability and trustworthiness of scaled AI, generative AI, and intelligent agents for enterprise clients.
- Collaborate with data scientists to deploy ML models to production.
- Design and maintain CI/CD pipelines for automated model deployment and updates.
- Establish best practices for model monitoring and maintenance.
- Optimize deployment workflows for reliability.
Tech Stack
- Azure
- Kubernetes
- BentoML
- Git
- ML frameworks
- Docker
- CI/CD
Requirements
- 3+ years of commercial Python + DevOps / infrastructure experience.
- 1+ year of production MLOps work.
- Strong with Kubernetes (Helm charts, custom operators, GPU node pools, horizontal pod autoscaling).
- Production model serving experience with at least one framework (vLLM, TensorRT-LLM, ONNX Runtime, Triton Inference Server, Ray Serve, BentoML).
- ML CI/CD fluency (MLflow, Weights & Biases, DVC, custom training pipelines on Modal / Ray / Kubernetes).
- Cloud platform expertise (AWS SageMaker, GCP Vertex AI, Azure ML, custom multi-cloud GPU).
- A specialization claim helps: production inference at scale, GPU optimization, ML observability infrastructure, feature store architecture, or cost optimization.
- Strong understanding of GPU economics (H100 vs A100 vs L40S trade-offs, spot vs reserved, multi-cloud arbitrage).
- Python proficiency (production-grade, not notebook-only).
- Comfortable working async with US/EU teams.
- English: Upper-Intermediate or higher.
- Available for 20+ hours/week - part-time and full-time both supported.
Salary
- $20-$51/hour
Locations
- Kyiv, Ukraine
- Remote
We Offer
- Competitive hourly rates.
- Continuous access to a pipeline of pre-vetted projects.
- No bidding wars.
- Direct collaboration with the team - no middlemen.
- Flexible working hours and part-time options.
About the Company
Lemon.io is a developer talent marketplace connecting MLOps Engineers with funded AI product companies and SMBs for remote contract roles. Developers pass vetting once (5 days average) and get continuous access to a pipeline of pre-vetted projects. Lemon.io rejects 60% of applying companies based on funding stability, product clarity, technical specs, and engineering culture (a particularly important filter for AI/ML, where speculative projects are common).