Wrocław, Dolnośląskie, Poland
Role
Software Engineer, Platform - Wrocław, Poland
Responsibilities
- Budowa i utrzymanie end-to-end ML pipelines (trening, deploy, monitoring) w AWS.
- Automatyzacja CI/CD dla ML oraz orkiestracja (SageMaker Pipelines/Kubeflow).
- Konteneryzacja i wdrożenia: Docker + Kubernetes (ECS/EKS).
- Rejestrowanie eksperymentów i modeli (MLflow / SageMaker Model Registry).
- Monitoring modeli i drift (SageMaker Model Monitor / custom).
- Przepływy danych: Glue/EMR/Spark (PySpark).
- IaC: Terraform / CloudFormation, zgodnie z AWS security best practices.
Wymagania (Requirements)
- 5+ lat w MLOps / ML Engineering.
- AWS: SageMaker, Lambda, ECR, ECS/EKS, S3, Step Functions.
- CI/CD: GitHub Actions / GitLab / Jenkins / CodePipeline.
- Python + frameworki PyTorch / TensorFlow / scikit-learn.
- Observability: CloudWatch / Prometheus / ELK / Datadog.
- Bezpieczeństwo AWS: IAM, VPC, KMS, Secrets Manager, PrivateLink.
Key Qualifications
- 5+ years in MLOps / ML Engineering.
- AWS: SageMaker, Lambda, ECR, ECS/EKS, S3, Step Functions.
- CI/CD: GitHub Actions / GitLab / Jenkins / CodePipeline.
- Python + PyTorch / TensorFlow / scikit-learn.
- Observability: CloudWatch / Prometheus / ELK / Datadog.
- AWS Security: IAM, VPC, KMS, Secrets Manager, PrivateLink.
Additional
Tags: #MLOps #AWS #SageMaker #Kubernetes #Docker #CICD #MLflow #Kubeflow #Python #PyTorch #TensorFlow #Spark #Terraform #CloudWatch #IAM