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Background

Senior MLOps

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remote

LVL

Senior (5+ years)

Full time

WORK TYPE

STACK

Python; AWS (S3, Batch); Postgres; DICOM / PACS (Orthanc); ClearML; Lance; media processing (ffmpeg).

Aylin Gezgin HR Generalist at WINSTARS.AI

Aylin Gezgin

HR Generalist

Need help? Just ask.

Background
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THAT WOULD BE WONDERFUL IF YOU HAVE:

    • Hands-on experience with AWS services such as S3, AWS Batch, EC2, and Lambda for processing large-scale data.
    • Experience in building and deploying scalable MLOps pipelines, including model deployment, versioning, and experiment tracking (e.g., using ClearML or similar tools).
    • Proficiency in Python, with solid knowledge of libraries and frameworks used for data processing and machine learning.
    • Expertise in automating data ingestion and quality control (QC) processes, specifically with medical data formats like DICOM, C-Arm images, and radiology reports.
    • Experience in distributed data processing on platforms like AWS Batch (Spot) for large-scale processing and predictions.
    • Familiarity with PostgreSQL for storing and managing metadata, and building services for metadata enrichment and prediction results.
    • Experience working with regulatory frameworks such as FDA-compliant environments (21 CFR Part 11) and handling HIPAA/PHI data in accordance with industry standards.
    • Strong understanding of data governance, access control, and audit trails, especially in clinical and healthcare-related environments.
    • Upper-intermediate+ in English;
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WOULD BE A PLUS:

• Active Kaggle participation;
• Experience in Computer Vision

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ADVANTAGES FOR A CANDIDATE:

• Stable and competitive salary;
• Legally compliant gig contract with official tax reporting and payment;
• Work in a cool & experienced team;
• Useful & exciting projects;
• Up to 26 Days Off per year at your convenience;
• Convenient office in Vinnytsia or an opportunity to work remotely;
• Corporate culture with maximum automation of processes;
• Review of working conditions and position based on performance, productivity and development in accordance with a skills assessment program
• Excellent opportunities and prospects for professional growth in a company with a 9-year history.

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