ELEKS DevOps Office is looking for a Senior MLOps Engineer in Poland, Croatia, Europe.
ABOUT PROJECT
The project focuses on building and enhancing MLOps infrastructure and pipelines for large-scale autonomous and AI-driven systems. The role involves developing, productizing, and maintaining end-to-end ML workflows, including model training, evaluation, deployment, monitoring, and automation, with a strong emphasis on cloud-native and scalable solutions.
REQUIREMENTS
- Strong experience in MLOps / ML infrastructure engineering
- Hands-on experience with GCP services (Vertex AI, GCS, BigQuery, Cloud Run, Workflows)
- Experience building and maintaining ML training and evaluation pipelines
- Strong knowledge of Docker and Kubernetes
- Experience with Kubeflow
- Experience with CI/CD pipelines and infrastructure automation
- Proficiency in Python
- Experience with model registries, metadata management, and REST APIs
- Experience with monitoring and observability tools (Grafana, TensorBoard, OpenTelemetry, tracing, alerting)
- Experience with Infrastructure as Code tools (Pulumi or similar)
- Understanding of data monitoring concepts (data drift, distribution shifts, performance tracking)
- Experience working in cloud-native, production-grade environments
RESPONSIBILITIES
- Design, develop, and productize model training and evaluation pipelines using Kubeflow, Docker, and GCP services
- Enhance evaluation pipelines with benchmarking datasets and monitoring tools (Grafana, TensorBoard)
- Publish and manage models and training metadata in a model registry
- Integrate model registry and metadata services via REST APIs
- Implement data and model monitoring, including drift detection and performance tracking
- Build feedback loops using cloud workflows and batch processing
- Establish and maintain CI/CD pipelines for ML workflows and infrastructure
- Automate infrastructure provisioning and management using Pulumi
- Integrate feature stores, self-service ML endpoints, and notebook-to-pipeline workflows
- Support advanced ML services such as data onboarding, import/export, and sampling workflows
- Enable additional capabilities such as LLM fine-tuning, model plug-and-play architectures, and dataset management
- Ensure reliability, scalability, observability, and operational readiness of MLOps systems
WHAT YOU WILL GET WITH ELEKS
- Close cooperation with a customer
- Challenging tasks
- Competence development
- Ability to influence project technologies
- Team of professionals
- Dynamic environment with low level of bureaucracy
ABOUT ELEKS
ELEKS is a custom software development company. We deliver value to our clients, thanks to our expertise and experience gained from working as a software innovation partner since 1991.
Our 2000+ professionals located in the Delivery Centers across Eastern Europe and sales offices in Europe and North America, provide our clients with a full range of software engineering services. These include product development, QA, R&D, design, technology consulting and dedicated teams.
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