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Data Scientist
Data Scientist
As a Data Scientist at Micron Technology, you will be responsible for conducting data analysis for semiconductor manufacturing systems, including sensitivity and statistical correlation analysis, and data pre-processing for machine learning. You will also develop agents that interact with simulators to find optimal solutions using reinforcement learning techniques.
About the role
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
Skills
Data AnalysisSensitivity analysisStatistical correlation analysisData pre processingMachine LearningSimulationOptimizationAgent developmentReinforcement LearningSupervised learningUnsupervised learningML programminghyper parameter tuningPythonapiOOP