5 дней назад
Senior Machine Learning Engineer (Computer Vision)
Мэтч & Сопровод
Для мэтча с этой вакансией нужен Plus
Описание вакансии
Текст:
TL;DR
Senior Machine Learning Engineer (Computer Vision): Developing and deploying machine learning and computer vision models for high-resolution biomedical and digital pathology imaging with an accent on deep learning, large-scale image datasets, and scalable production ML pipelines. Focus on building PyTorch models, optimizing performance through experimentation and evaluation, and translating research-oriented approaches into reliable production systems.
Location: Remote / Serbia
Company
is developing an AI-driven digital pathology project combining machine learning, computer vision, and biomedical imaging.
What you will do
- Design, develop, and optimize machine learning and computer vision models for biomedical and digital pathology imaging.
- Build scalable pipelines for large-scale, high-resolution imaging datasets, including preprocessing, augmentation, training, validation, and evaluation.
- Develop and train deep learning models with Python and PyTorch.
- Run experiments, evaluate performance, and apply cross-validation, hyperparameter tuning, and model optimization.
- Deploy models into production with a focus on scalability, reliability, performance, maintainability, and reproducibility.
- Collaborate with AI researchers, biomedical experts, and software engineers to translate domain problems into ML solutions.
Requirements
- 5+ years of hands-on machine learning experience, including significant computer vision and deep learning experience.
- Bachelor’s, Master’s, or Ph.D. in computer science, electrical engineering, machine learning, data science, or a related technical field.
- Strong Python skills and hands-on experience with PyTorch or comparable frameworks such as TensorFlow.
- Knowledge of modern computer vision architectures, training techniques, model evaluation, optimization, and large-scale image-processing pipelines.
- Experience deploying ML models to production and working with AWS or another major cloud platform.
- Strong software engineering practices, including Git-based development, testing, code reviews, documentation, and collaborative workflows. Excellent written and spoken English is required.
Nice to have
- Experience with biomedical imaging, digital pathology, medical imaging, or healthcare ML applications.
- Experience with microscopy, whole-slide imaging, or other very large and high-resolution images.
- Familiarity with OpenCV, scikit-learn, Keras, Docker, or Kubernetes.
- Experience with MLOps, model monitoring, experiment tracking, reproducible pipelines, and deep learning performance optimization.
- Experience in research-intensive environments and translating experimental approaches into production-ready solutions.
Culture & Benefits
- Work with AI researchers, biomedical experts, and software engineers in a multidisciplinary distributed environment.
- Contribute across the full machine learning lifecycle, from experimentation and model development to production deployment.
- Address research-oriented technical challenges in computer vision, deep learning, and biomedical imaging.
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