12 дней назад
Senior MLOps Engineer (AI)
Мэтч & Сопровод
Для мэтча с этой вакансией нужен Plus
Описание вакансии
Текст:
TL;DR
Senior MLOps Engineer (AI): Building and productizing end-to-end MLOps infrastructure and ML pipelines for large-scale autonomous and AI-driven systems with an accent on Kubeflow, GCP, monitoring, and cloud-native automation. Focus on designing training and evaluation workflows, implementing model and data observability, and ensuring the reliability and scalability of production-grade ML systems.
Location: Poland
Company
Custom software development company delivering product development, QA, R&D, design, technology consulting, and dedicated team services.
What you will do
- Design, develop, and productize model training and evaluation pipelines using Kubeflow, Docker, and GCP services.
- Enhance evaluation workflows with benchmarking datasets, monitoring tools, and model performance tracking.
- Publish and manage models and training metadata in model registries, integrating related services through REST APIs.
- Implement data and model monitoring, including drift detection, feedback loops, and batch-processing workflows.
- Establish CI/CD pipelines and automate ML infrastructure provisioning with Pulumi.
- Integrate feature stores, ML endpoints, notebook-to-pipeline workflows, LLM fine-tuning, and dataset management capabilities.
Requirements
- Strong experience in MLOps or ML infrastructure engineering and production-grade cloud-native environments.
- Hands-on experience with GCP services, including Vertex AI, GCS, BigQuery, Cloud Run, and Workflows.
- Experience with ML training and evaluation pipelines, Kubeflow, Docker, Kubernetes, and CI/CD.
- Proficiency in Python, REST APIs, model registries, metadata management, and Infrastructure as Code tools such as Pulumi.
- Experience with Grafana, TensorBoard, OpenTelemetry, tracing, alerting, data drift, and performance monitoring.
Culture & Benefits
- Close cooperation with a customer and challenging technical tasks.
- Competence development and the ability to influence project technologies.
- Work with a team of professionals in a dynamic environment with low bureaucracy.
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