описание
The company provides orthodontic solutions, including products and technologies for orthodontists and patients worldwide.
задачи
- Develop predictive and prescriptive ML models for orthodontic appliances and treatment modalities
- Design algorithms to forecast treatment outcomes, duration, tooth movement, patient compliance, and appliance effectiveness
- Compare statistical, ML, deep learning, probabilistic, and hybrid physics-informed approaches
- Build explainable AI solutions and model validation and monitoring frameworks
- Lead experimental design and statistical analysis; assess bias, uncertainty, and clinical significance
- Work with large clinical, imaging, treatment, and manufacturing datasets, including 3D scans, imaging, and treatment plans
- Collaborate with orthodontists, biomechanical engineers, software engineers, and product managers
- Contribute to internal publications and IP generation
требования
- Ph.D. or M.S. in AI, ML, Statistics, Computer Science, Applied Mathematics, Biomedical Engineering, or a related quantitative discipline
- 3+ Years developing advanced predictive models in industry or research
- Knowledge of statistical modeling, ML, predictive analytics, experimental design, and hypothesis testing
- Knowledge of Bayesian methods and/or probabilistic modeling
- Experience with Python, SQL, scientific computing, and ML libraries such as PyTorch, TensorFlow, and Scikit-learn
- Ability to learn unfamiliar domains quickly
- Strong communication skills and ability to explain complex concepts to non-technical audiences
- Будет плюсом: healthcare, medical devices, digital dentistry, orthodontics, biomechanics or regulated environments; imaging, computer vision, geometric modeling or 3D data; causal inference and real-world evidence analysis; explainable AI for healthcare; publications, patents or research contributions; cloud ML and MLOps; leading cross-functional scientific initiatives
условия
- Условий в вакансии нет
навыки
компания
Поставщик инженерных ИТ-услуг и цифровой трансформации (Luxoft, DXC).