Senior MLOps specialist (3‑Month Project)
Intetics
Job description
About the role
Intetics is seeking a Senior MLOps specialist for a full‑time, three‑month project. The role is flexible on location and compensation for the right candidate.
Key responsibilities
- Build and operate a scalable, traceable, FDA‑ready data platform linking on‑prem DGX systems with AWS for a 2026 submission.
- Implement ingestion and quality‑control automation for CT DICOM, video/C‑Arm, and radiology reports.
- Run distributed processing on AWS Batch (Spot) for large‑scale QC, predictions, and derivative generation.
- Deploy ClearML for dataset versioning, lineage, and experiment tracking.
- Optimize training data access with Lance (or equivalent) for fast loading and incremental updates.
- Create a PostgreSQL‑backed enrichment service for metadata, labels, and predictions, with optional OpenSearch‑based search.
- Integrate and manage labeling workflows (Encord preferred) including RBAC, QC, audit trails, and algorithmic label ingestion.
- Establish a governed clinical validation environment meeting 21 CFR Part 11 and HIPAA/PHI requirements.
Required profile
- Strong experience with medical imaging data (CT, DICOM) and PACS systems.
- Proven ability to design and run data ingestion pipelines, QC automation, and distributed processing on AWS.
- Hands‑on knowledge of clinical AI validation, regulatory compliance (21 CFR Part 11, HIPAA), and secure data handling.
Required skills
- Python
- AWS services (S3, AWS Batch, EC2 Spot)
- Kubernetes (HPA, Karpenter)
- Networking (VPC, VPN, UiFI)
- Trivy, Jenkins
- PostgreSQL
- DICOM, PACS, Orthanc
- ClearML
- Lance (or equivalent)
- Encord (or similar labeling tools)
- OpenSearch
- FFmpeg
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