8 часов назад
Senior Data Scientist (CFD & Multiphysics)
Мэтч & Сопровод
Для мэтча с этой вакансией нужен Plus
Описание вакансии
Текст:
TL;DR
Senior Data Scientist (CFD & Multiphysics): Building data science and modeling workflows for wet-chemistry and deposition processes in semiconductor and electronics applications with an accent on Python, machine learning, deep learning, and multiphysics simulation. Focus on translating experimental and simulation insights into process, formulation, and equipment recommendations, validating models against process data, and developing scalable analytical workflows.
Location: Onsite at ’s Hsinchu Site I in Hsinchu City, Taiwan
Company
develops materials and solutions for advanced electronics and high-tech industries.
What you will do
- Apply data science practices including data cleaning, regression, machine learning, deep learning, large language models, and computer vision.
- Prepare data for analysis, develop models, create descriptive plots, and produce technical reports.
- Apply CFD and multiphysics modeling to wet-chemistry and deposition processes for semiconductor and electronics applications.
- Translate experimental, modeling, and simulation insights into actionable process, formulation, and equipment recommendations.
- Collaborate with R&D, process engineering, and data engineering teams.
- Communicate methods and results clearly to technical, business, and non-technical stakeholders.
Requirements
- PhD in a science or engineering field, or a master’s degree with at least two years of relevant experience.
- Strong Python skills covering data preparation, regression, model development, visualization, and reporting.
- Formal knowledge of statistics, including regression, hypothesis testing, and experimental data analysis.
- Strong knowledge of machine learning and deep learning, with exposure to large language models, vision-language models, computer vision models, and AI workflow orchestration.
- Experience applying data science to business, engineering, or scientific problems and structuring ambiguous technical questions into analytical workflows.
- Basic competency with SQL, MongoDB or similar database queries, and visualization prototyping.
Nice to have
- Experience with COMSOL Multiphysics or other CFD and multiphysics tools.
- Knowledge of transport phenomena, electrochemical kinetics, electroplating, thin-film deposition, or wet-chemistry processes.
- Experience validating simulations against experimental or process data.
- Experience with simulation automation, model calibration, design of experiments, surrogate modeling, or physics-informed machine learning.
- Experience with cloud or scalable computing environments such as Microsoft Azure.
Culture & Benefits
- Join a growing data science team within the R&D organization.
- Collaborate across R&D, engineering, and data engineering functions.
- Comprehensive pay and benefits package.
- Equal opportunity employer with reasonable accommodation available during the application process.
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