We are looking for a Machine Learning Engineer to join our cross-functional and global Manufacturing Software Development organization. In this role, you will research, develop, validate, and deploy machine learning solutions for complex manufacturing systems and CAD/CAM applications that support the production of millions of custom medical devices.
Machine learning engineer for manufacturing systems
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описание
задачи
- Research, evaluate, and apply state-of-the-art machine learning techniques to improve medical device manufacturing processes.
- Design, develop, and optimize deep learning models for diverse data modalities, including 3D meshes and geometric data, images and computer vision datasets, structured and tabular data
- Develop multimodal AI solutions that combine information from multiple data sources.
- Perform model validation, performance analysis, error investigation, and continuous improvement activities.
- Collaborate with software engineers, architects, manufacturing specialists, and product teams to Integrate models into 3D CAD/CAM systems.
- Establish and maintain robust ML development and experimentation workflows.
- Document technical approaches, validation results, and implementation recommendations.
- Drive ownership of assigned machine learning components throughout their lifecycle, including maintenance, monitoring, and enhancement.
- Stay current with emerging research and evaluate the applicability of new scientific advances to real-world manufacturing and orthodontic workflows.
требования
- Master's degree or PhD in Computer Science, Machine Learning, Artificial Intelligence, Statistics, Applied Mathematics, Data Science, or a related technical field.
- 4-6 years of industry experience developing and deploying machine learning solutions in commercial environments.
- Strong experience building deep learning applications, preferably in computer vision or geometric processing domains.
- Good understanding of modern machine learning techniques, including semantic and instance segmentation, object detection and classification, transformer architectures, vision transformers
- Strong programming skills in Python.
- Hands-on experience with PyTorch or equivalent deep learning frameworks.
- Strong mathematical foundation including linear algebra, optimization methods, probability and statistics, bayesian methods, analytical geometry
- Ability to analyze scientific literature and translate research findings into practical solutions.
- Strong written, verbal, and presentation skills.
- English level B2 or higher.
- Будет плюсом: Experience with integrating ML model to C++ applications; Hands on experience with 3D CAD/CAM systems; Experience with 3D machine learning applications:; Experience deploying ML solutions in cloud-based environments; Experience with MLOps technologies and workflows; Scientific publications, patents, or contributions to open-source projects; Knowledge of SQL and large-scale data processing; Experience working within regulated environments such as medical devices, healthcare, manufacturing, or quality systems
условия
- Условий в вакансии нет
навыки
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