
Amir Sayab
@amirsayab
Healthcare AI engineer at Upwork building DICOM imaging pipelines and clinical AI systems used across healthcare facilities.
What I'm looking for
At BISMILLAH Clinic, I designed and deployed AI-assisted radiology workflows and end-to-end DICOM pipelines connecting imaging systems with AI inference services. I also developed systems for medical image analysis, structured radiology reports, patient intake, and clinical documentation.
At NEHAL HOSPITALITY & HEALTH CARE PRIVATE LIMITED, I independently scoped, built, and deployed a clinical imaging pipeline used daily by six radiologists for X-ray, CT, and MRI analysis. It provided real-time assistance with tumor and abnormality detection through a DICOM-compatible workflow.
As a freelance AI/ML Engtineer at Upwork, I’m available for projects. I work across healthcare AI, from data pipelines and model evaluation to RAG systems and deployment, with a focus on making AI work in real clinical environments.
Experience
Work history, roles, and key accomplishments
AI/ML Engtineer
Upwork
Apr 2026 - Present (7 months)
Worked as AI/ML Engtineer at Upwork.
Machine Learning Engineer (AI Healthcare Systems)
BISMILLAH Clinic
Dec 2023 - Present (2 years 11 months)
- Designed and deployed AI-assisted radiology workflows to support diagnostic processes and reduce reporting time for clinicians.
- Built and integrated end-to-end DICOM pipelines, enabling seamless data flow between imaging systems (PACS/DICOM viewers) and AI inference services.
- Implemented multi-model medical imaging systems for X-ray and CT scan analysis, including chest X-ray classificatio
Healthcare AI Engineer
NEHAL HOSPITALITY & HEALTH CARE PRIVATE LIMITED
Feb 2023 - Aug 2023 (6 months)
Independently scoped, built, and deployed a clinical AI imaging pipeline for Nehal Hospital — a live, production system used daily by 6 radiologists for X-ray, CT, and MRI analysis, featuring real-time tumor and abnormality assistance in detection across a DICOM-compatible pipeline. Read below to learn more what I did at Nehal:
- Designed and deployed an end-to-end clinical AI imaging pipeline fo
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