7 часов назад
Principal AI Data Scientist – Scientific AI & Physics-Informed Machine Learning
Мэтч & Сопровод
Для мэтча с этой вакансией нужен Plus
Описание вакансии
Текст:
TL;DR
Principal AI Data Scientist – Scientific AI & Physics-Informed Machine Learning (Scientific AI/ML): Developing and deploying AI/ML solutions for semiconductor simulations, EDA, packaging, reliability, and manufacturing with an accent on physics-informed models, scientific machine learning, and computational acceleration. Focus on building surrogate models, applying generative AI, graph neural networks, neural operators, and foundation models, and transitioning advanced research into production solutions.
Location: Santa Clara, CA, United States
Salary: $0.00–$0.00
Company
develops materials science and engineering solutions for semiconductor chips and advanced displays.
What you will do
- Develop and deploy AI/ML solutions for semiconductor process and device simulations, EDA, packaging, reliability, metrology, and manufacturing applications.
- Create physics-informed and hybrid AI models that combine experimental data, simulation outputs, and domain knowledge.
- Build surrogate models and scientific machine learning frameworks to accelerate computationally intensive simulations and engineering workflows.
- Research deep learning, generative AI, graph neural networks, neural operators, and foundation models.
- Collaborate with semiconductor experts, software engineers, product teams, customers, vendors, and other stakeholders to transition research into production.
- Drive technical innovation through patents, publications, technical leadership, and interdisciplinary problem-solving.
Requirements
- PhD in Electrical Engineering, Physics, Materials Science, Computer Science, Applied Mathematics, Computational Science, or a related discipline.
- Strong expertise in machine learning, deep learning, statistical modeling, and scientific computing.
- Hands-on experience with Python and modern AI frameworks such as PyTorch, TensorFlow, or JAX.
- Strong background in numerical methods, optimization, simulation, or computational modeling.
- Excellent technical communication skills and ability to work across multidisciplinary teams.
- Ability to manage complex program schedules, budgets, and milestones with limited supervision.
Nice to have
- Semiconductor industry experience in process, device, reliability, metrology, packaging, EDA, or manufacturing.
- 5+ years of experience developing advanced AI/ML algorithms for scientific or engineering applications.
- Experience with PINNs, neural operators, surrogate modeling, uncertainty quantification, digital twins, or multiphysics simulation.
- Familiarity with TCAD, FEM, CFD, Monte Carlo, foundation models, generative AI, multimodal learning, or graph neural networks.
- Strong publication or patent record demonstrating technical innovation and thought leadership.
Culture & Benefits
- Supportive environment focused on learning, professional development, and technical growth.
- Comprehensive employee benefits supporting health and wellbeing.
- Eligibility for bonus and stock award programs, as applicable.
- Travel required approximately 10% of the time.
- Relocation eligible.
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