SSMC

Engineer, Fab Automation & Application (50702403)

SSMC
Foundry OperationsSingaporeOnsitePosted 3 weeks ago

About the role

AI summarised

SSMC, a Joint Venture between NXP and TSMC, offers flexible semiconductor fabrication solutions. We are seeking an innovative Engineer to join our Automation & Systems department to monitor, maintain, and enhance AI-powered applications within a production fab environment.

FoundryOnsiteDepartment General

Key Responsibilities

  • Monitor and maintain existing AI-powered applications in the production environment
  • Track model performance metrics and detect any performance deviations or anomalies
  • Execute model retraining procedures following established workflows and protocols
  • Deploy and fan out newly introduced AI-powered applications across the Fab
  • Coordinate with base models to collect equipment-specific data for model fine-tuning
  • Implement model updates and enhancements using pre-configured pipelines
  • Validate model performance after updates and equipment integrations
  • Identify image quality issues, data drift, and model performance anomalies
  • Collaborate with users to resolve application/hardware related issues affecting model accuracy
  • Perform basic troubleshooting of AI pipeline components and escalate complex issues to vendors

Requirements

  • Bachelor’s degree in Engineering, Computer Science, Data Science, or related technical field
  • 1-3 years of experience with Machine Learning models and Large Language Models (LLM) concepts
  • Proficiency in Python, C++, JavaScript, or R programming
  • Experience with established AI platforms and NLP frameworks (TensorFlow/PyTorch)
  • Familiarity with data engineering, big data management, and data modeling
  • Proficiency with data visualization tools (Power BI, Tableau, matplotlib, seaborn) or similar
  • Ability to work independently and follow standard operating procedures
  • Detail-oriented with strong organizational skills