Scientist_Senior Scientist
2 weeks ago
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 Docker Requirements 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 management Background in smart/digital manufacturing. Strong Python skills; experience with ML frameworks (PyTorch/TensorFlow). Exposure to cloud platforms (AWS, GCP, Azure). #J-18808-Ljbffr