SIMTech, a research institute under A*STAR, advances high-value manufacturing technologies to boost Singapore?s industrial competitiveness.
The
Digital Manufacturing Division pioneers digital solutions for smart, reconfigurable manufacturing systems, driving innovation for Industry 5.0.
We seek a Machine Learning Scientist to lead and support R&D in applying AI/ML to manufacturing challenges, particularly in process monitoring, quality improvement, and reconfigurable systems
Key Responsibilities
Conduct research on ML/AI applications in smart manufacturing.Develop & deploy ML pipelines with MLOps practices.Work with time series data for predictive modeling.Apply advanced ML methods: few-shot, transfer, continual learning.Collaborate in a multidisciplinary team.Ensure scalable and reproducible ML workflows using DockerRequirements
PhD in Computer Science, Engineering, or related field (focus on ML/AI).Proven experience with ML in production environments.Proficient in time series analysis & quality monitoring systems.Familiar with Docker and MLOps best practices.Knowledge of advanced ML techniques (few-shot, continual learning, etc.).Preferred Skills
Knowledge of predictive shopfloor analytics, especially predictive maintenance management and predictive quality managementBackground in smart/digital manufacturing.Strong Python skills; experience with ML frameworks (PyTorch/TensorFlow).Exposure to cloud platforms (AWS, GCP, Azure).