Lam Research

Modeling Engineer 3 (CFD, Thermal, AI/ML)

Lam Research • $100K — $120K *
Aerospace & Defense
5 - 7 years of experience
Job Overview by Ladders

Qualifications

  • Masters or PhD in Mechanical Engineering or related field with a focus on Computational Fluid Dynamics, Heat transfer, or Chemistry.
  • Strong understanding of AI/ML concepts and hybrid physics-based AI/ML modeling software.
  • Proficient coding skills for commercial software adaptation.
  • Exceptional communication skills to engage with stakeholders at all levels.
  • Analytical mindset with strong critical thinking and problem-solving abilities.
  • Experience in statistical analysis and physics-based modeling.
  • Graduate eligible position.

Responsibilities

  • Develop physics-based models for Thermal/CFD/Chemistry applications in semiconductor equipment.
  • Utilize DOE, Optimization, and statistical methods to correlate simulations with experimental data.
  • Analyze experimental data for uncertainty quantification and statistical inference.
  • Implement multi-scale modeling from nano to macro levels.
  • Design improvements based on quantitative failure data and quality metrics.
  • Prepare and present reports to design teams and management.
  • Collaborate with engineers to define design goals and testing plans.
  • Initiate projects for continuous capability improvement.

Benefits

  • Comprehensive benefits package to support various life phases.
  • Flexible work location models, including hybrid options.
  • Emphasis on a culture of inclusion and belonging.
  • Opportunities for professional growth and development.
  • Commitment to equal opportunity and non-discrimination.
Full Job Description
The group you'll be a part of

In the Global Products Group, we are dedicated to excellence in the design and engineering of Lam's etch and deposition products. We drive innovation to ensure our cutting-edge solutions are helping to solve the biggest challenges in the semiconductor industry.

What you'll do

  • Developing physics-based models for Thermal/CFD/Chemistry applications for components in semiconductor capital equipment industry. Experience in commercial software like ANSYS Fluent, Star CCM+, or COMSOL, etc., is highly desirable.
  • Utilizing DOE, Optimization, and statistical methods and data driven modeling to correlate Simulation data to experimental data.
  • Predict, measure, and analyze the experimental data for uncertainty Quantification & propagation, sensitivity analysis, statistical inference for model calibration, decision making under uncertainty.
  • Multi-scale modeling from nano, meso to macro levels
  • Provide design improvements of in-service tools based upon quantitative field measured failure data and less quantitative quality metrics as measured by Lam Research.
  • Provide written reports and oral presentation of results to design teams and management.
  • Work directly with mechanical, electrical, process and software engineers to define design requirements, goals and objectives of design, CIP, testing and simulation plans.
  • Strong written and oral communication. Self-starter to start own initiatives and projects for continuous improvement in capabilities and design.
  • Put your running shoes on: In this job you'll work in a highly dynamic and rapidly changing environment within a team of interdisciplinary experts driving to solutions to the most challenging business needs.


Who we're looking for

  • PhD in Mechanical Engineering or closely related field with strong emphasis in Computational Fluid Dynamics, Heat transfer, Chemistry, or related fields; and 0-3 years professional experience.
  • Strong ability and understanding of AI/ML concepts and hybrid physics-based AI/ML modeling software.
  • Coding ability to supplement commercial software for specific applications as needs arise.
  • Ability to effectively communicate and build relationships to interact, inform, influence, and communicate with key stakeholders at all levels across the company.
  • Strong critical thinking skills demonstrated through problem-solving, attention to detail and innovation.
  • Strong analytical skills demonstrated through First Principles Thinking, statistical Analysis and Physics-based Insights
  • This is a graduate eligible position.


Preferred qualifications

  • Preferred knowledge of chemistry, semiconductor metrology methods, and hardware designs in a vacuum environment is also a plus.
  • Ability to work within a team to own and design concepts and drive design decisions.
  • Established skills in building AI/ML models using simulation data.
  • Experience with machine learning algorithms and tools (e.g., TensorFlow, PyTorch, Scikit Learn etc.) and deep learning.
  • General understanding of uncertainty quantification, Bayesian optimization and probabilistic machine learning is required.


Our Perks and Benefits

At Lam, our people make amazing things possible. That's why we invest in you throughout the phases of your life with a comprehensive set of outstanding benefits.

About Lam Research

Lam Research Corporation (Lam Research) is a supplier of wafer fabrication equipment and services to the worldwide semiconductor industry. Lam Research designs, manufactures, markets, refurbish, and services semiconductor processing equipment used in the fabrication of integrated circuits. The Company’s etch and clean technologies enable customers to build integrated circuits. Its etch systems shape the microscopic conductive and dielectric layers into circuits that define a chip’s final use and function. Its Customer Support Business Group (CSBG) provides products and services to maximize installed equipment performance and operational efficiency. Its customer base includes semiconductor memory, foundry, and integrated device manufacturers (IDMs) that make DRAM, NAND, and logic devices for these products.

Lam Research Careers

Joining Lam Research offers a unique opportunity to enhance your career at a leading global company at the forefront of innovation and technology in the semiconductor industry. Work You’ll Do At Lam Research, we are committed to advancing the technology landscape through continuous innovation and leadership. Our team of professionals is dedicated to pushing the boundaries of what's possible, making us a pivotal player in the semiconductor industry. By joining our team, you will collaborate with some of the brightest minds in the field, contributing to projects that significantly impact future technology. Transform Your Career Lam Research stands at the intersection of technology, innovation, and leadership. We offer job opportunities that challenge you to excel and push your limits. Our culture fosters growth and embraces diversity, ensuring that every team member can thrive professionally and personally. Join our dynamic team and be part of a company known for its groundbreaking work in developing equipment and services that drive the production of virtually every leading-edge chip in the world. Professional Growth and Development We believe in nurturing the professional growth of our employees by providing ample opportunities for career advancement through leadership and diversity training programs. Our commitment to your career is reflected in our robust benefits package, designed to support you and your family’s health, well-being, and financial future. Internship and Employment Opportunities Start your career path at Lam Research with our internship programs, which offer a hands-on experience in the semiconductor industry. Interns work closely with experienced mentors, gaining invaluable skills and knowledge that prepare them for full-time positions within our company. For seasoned professionals, we offer a variety of positions that leverage your skills to contribute to our mission of continuous improvement and innovation. We are always looking for curious, creative, and driven individuals to join our team. Inclusive Culture and Networking Lam Research is dedicated to creating a diverse and inclusive environment where all employees can thrive. Our culture encourages networking and collaboration, allowing you to connect with colleagues and industry leaders who are as passionate about technology and innovation as you are. Applying at Lam Research Ready to take the next step in your career? Explore the job opportunities at Lam Research by visiting our Careers page. Tailor your resume to highlight your relevant experience and skills, and prepare for an interview that could lead to a multitude of rewarding career paths with us. Stay Connected Keep up to date with the latest company news, employment trends, and career tips by joining our community. Subscribe to receive updates that can help you navigate your professional journey at Lam Research. Join Our Team Search open positions that match your skills and interests. We look for passionate, innovative, and solution-driven team players. Start your journey with Lam Research today, where your work isn’t just a job—it’s a pathway to personal and professional fulfillment. SEARCH LAM RESEARCH JOBS Discover the opportunities waiting for you at Lam Research, where we turn today’s innovations into tomorrow’s technologies.
Learn more about Lam Research
Size
14,100 employees
Market Cap
$54.8 billion
Industry
Net Income
$2.9 billion
Founded
2013
5 Year Trend
+16.5%
Revenue
$11.9 billion
NASDAQ

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