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AI Data and MLOps Solutions Developer
2 months ago
About SGK
SGK is a global leader in packaging and brand experience. Our company simplifies marketing and amplifies brands to deliver value. We are part of the Matthews International family.
Job Summary
We are seeking a skilled AI Data and MLOps Engineer to join our Production IT team and AI Lab. You will work under the direction of the Director of Digital Content Strategic Solutions A.I. & Cloud Governance. Your tasks will include designing and developing data pipelines and infrastructure to support AI-powered solutions on AWS Cloud environments.
Key Responsibilities
- Design scalable data pipelines on AWS for ingesting, transforming, and storing large volumes of data.
- Develop data warehouses, data lakes, and other storage solutions on AWS, ensuring data quality, security, and accessibility.
- Collaborate with AI developers and data scientists to understand and meet data requirements for AI models.
- Implement data governance and management best practices, ensuring compliance with privacy and security regulations.
- Optimize data pipelines and infrastructure for performance, cost-effectiveness, and reliability.
- Monitor and troubleshoot data pipelines, ensuring high availability and minimal downtime.
- Design and implement CI/CD pipelines for automated model training, testing, and deployment.
- Automate model deployment and scaling using containerization (Docker) and orchestration tools (Kubernetes).
- Develop and implement monitoring systems to track AI model performance and manage model drift.
- Use infrastructure automation tools (Terraform, AWS CloudFormation) for cloud resource management.
- Implement model versioning and experiment tracking (MLflow, DVC) for traceability and reproducibility.
- Collaborate cross-functionally to integrate AI models into existing applications and services.
- Stay updated with the latest advancements in data engineering, AI, and cloud technologies.
