26 авг

ml engineer for Earth Observation

ориентир по рынку
вакансия зп не указана
в среднем 254 966 ₽
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описание

This position requires work authorization for Germany. Eligibility to obtain a German security clearance (Sicherheitsüberprüfung).

LiveEO delivers AI-powered Earth Observation insights that help organizations identify critical risks, accelerate response, lower costs, and enable compliance at scale.

задачи

  • Develop state-of-the-art computer vision systems that extract reliable information from large volumes of satellite imagery through production;
  • Design, train, and iterate on vision models for detection, segmentation, classification, change analysis, and geometric vision on VHR satellite imagery;
  • Identify and adapt state-of-the-art approaches across computer vision and remote sensing from research papers to validated baselines;
  • Bring models to constrained and embedded targets for LiveEO's Twinspector programme using model compression, quantization, and optimization;
  • Build training and evaluation infrastructure across cloud and secure on-prem environments;
  • Implement experiment tracking, reproducibility, and systematic failure analysis across geographies and acquisition conditions;
  • Deliver robust inference interfaces, model packaging, deterministic evaluation, and monitoring;
  • Collaborate with the data annotation function on labeling guidelines and edge cases;
  • Work with partner teams to turn model capabilities into validated deliverables;
  • Collaborate with external researchers and present findings clearly and efficiently.

требования

  • Strong computer vision and machine learning fundamentals, including representation learning, supervision strategies, and evaluation design;
  • Practical debugging and optimization skills;
  • Experience across multiple computer vision problem types, with real depth in at least one;
  • Strong Python engineering fundamentals and clean, maintainable code;
  • Deep experience with PyTorch and implementing and training deep learning models at scale;
  • Strong understanding of ML experimentation, versioning, and tracking;
  • Background in remote sensing, computer science, physics, a related field, or equivalent practical experience;
  • Comfortable working with researchers and presenting findings clearly and efficiently;
  • English at C1 level;
  • Work authorization for Germany;
  • Willingness to work on-site in Berlin;
  • Eligibility to obtain a German security clearance (Sicherheitsüberprüfung).

условия

  • No conditions specified

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