Job Description
- Data analysis for semiconductor manufacturing system in terms of Industrial Engineering (IE)
- Sensitivity analysis, Statistical correlation analysis for features, Data pre-processing for Machine Learning (ML)
- Simulation based Optimization (Agent development)
- Develop Agent that interact with simulator and searches optimal adaptively by adopting Reinforcement Learning (RL) technique
Requirement
- Ph.D or Master degree candidates are preferred
- Wide understanding for RL/Supervised/Unsupervised
- Multiple project experiences for handling real-world issue and data
- Semiconductor manufacturing system domain will be preferred
- IE background will be preferred
- Strong skill in ML programming, hyper-parameter tuning for learning convergence
- Python and API, good sense of OOP (Object Oriented Programming)
- Tendency for constant learning not only the inherent area but also new technology/academic area
- Active cooperation and discussion for problem solving