обновлено 3 дня назад
Senior Computer Vision / ML Engineer
Мэтч & Сопровод
Для мэтча с этой вакансией нужен Plus
Описание вакансии
Текст:
TL;DR
Senior Computer Vision / ML Engineer (Computer Vision/ML): Building production-ready pipelines that transform architectural drawings, CAD/BIM data, and technical documents into structured engineering data with an accent on geometric reasoning, model evaluation, and human-in-the-loop workflows. Focus on reconstructing topology and spatial relationships, deploying reproducible CPU-first inference services, and solving challenging document-understanding problems for customer environments.
Location: Remote; preferred working hours are GMT+3 to GMT+7.
Company
delivers software engineering and applied AI solutions for complex real-world engineering problems.
What you will do
- Design computer vision and machine learning solutions for architectural drawings, technical documents, CAD, and BIM data.
- Build pipelines combining raster images, vector geometry, structured engineering data, OCR, and ML models.
- Reconstruct structured objects from geometric primitives, including topology and spatial relationships.
- Create evaluation pipelines with ground-truth datasets, quality metrics, regression testing, and validation on unseen data.
- Develop human-in-the-loop workflows, reproducible training and inference, and production-ready CPU-first inference services with optional GPU acceleration.
- Provide technical leadership and communicate ML decisions, limitations, and trade-offs to customers and stakeholders.
Requirements
- 5+ years of professional machine learning or computer vision experience, including taking ML solutions into production.
- Strong knowledge of computer vision, machine learning, model evaluation, vector geometry, structured data, topology, and spatial relationships.
- Experience processing technical documents, diagrams, or drawings and designing evaluation pipelines with ground-truth data and regression testing.
- Experience building human-in-the-loop systems, handling uncertain predictions, and preparing models for independent deployment or further training.
- Experience with model and dataset versioning, licensing considerations, and technical leadership in a small engineering team.
- English at B2–C1 level and Russian at C1–C2 level or native proficiency are required.
Nice to have
- Experience with architectural or construction drawings, BIM models, quantity takeoff, or cost estimation.
- Experience with floor-plan recognition, raster-to-vector reconstruction, structured document understanding, CAD/BIM parsing, OCR, or graph-based engineering representations.
- Experience optimizing CPU-only inference and deploying ML services in isolated customer environments.
- Ability to read technical drawings in German or French; German or French at B1–B2 level.
Culture & Benefits
- Remote-first culture with flexible working hours.
- Complex, long-term projects involving real engineering data and production constraints.
- Professional communities, training budget, and paid conferences.
- Onsite business trips.
- Salary paid in dollars.
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