Lam Research

Senior Staff Computational Materials Engineer - MLIPs

Lam Research$166K — $350K *
Consumer Technology
8 - 10 years of experience
Job Overview by Ladders

Qualifications

  • Ph.D. in Computational Chemistry, Chemistry, Chemical Engineering or Materials Science (or equivalent)
  • 8+ years of industry experience post Ph.D.
  • Experience using DFT software (e.g. Gaussian, Quantum Espresso)
  • Familiarity with frontier molecular orbital analysis and reaction pathway studies
  • Experience developing and deploying MLIP architectures (e.g. MACE, SevenNet)
  • Proficiency in scientific programming using Python or similar languages
  • Experience in high-performance computing (HPC) for large-scale simulations

Responsibilities

  • Perform first-principles calculations to investigate material behavior and reaction mechanisms
  • Generate training datasets from quantum chemistry calculations for simulations
  • Use computational chemistry insights to support process engineering and simulations
  • Compile modeling data and provide guidance on chemistries for specifications
  • Evaluate MLIP architectures and deploy molecular dynamics simulations
  • Collaborate with software engineers to integrate MLIP capabilities into platforms
  • Provide technical leadership and mentor engineers in computational materials science

Benefits

  • Comprehensive benefits package
  • Investment in employee development throughout various life phases
  • Supportive work environment fostering innovation and technical advancement
  • Opportunities for collaboration with universities and external partners
Full Job Description
The impact you'll make

As a Senior Staff Computational Materials - MLIPs Engineer at Lam, you will operate on cutting-edge technology, harnessing atomic precision, materials science, and surface engineering to push technical boundaries. Your role involves identifying new and advanced processes and chemical formulations. Your expertise and knowledge will play a crucial role in our customers' success, making an impact on next generation semiconductor technologies.

What you'll do

Computational Chemistry
  • Perform first-principles calculations and atomistic modeling to investigate reaction mechanisms, surface chemistry, plasma-surface interactions, and materials behavior
  • Generate high fidelity training datasets from quantum chemistry and density functional theory (DFT) calculations to support development of next-generation simulation capabilities
  • Utilize computational chemistry learning to support process engineering research & development, and process/chamber/feature simulations
  • Compile and evaluate modeling data to provide guidance on chemistries and materials, as well as appropriate limits and variables for process specifications
  • Communicate chemistry and process insights clearly through presentations and technical discussions with stakeholders

Machine Learning for Atomistic Simulations
  • Evaluate machine learning interatomic potential (MLIP) architectures (e.g. MACE, SevenNet)
  • Design, train, validate and deploy MLIP architectures using DFT reference data to establish predictive molecular dynamics simulations for various semiconductor device materials and process chemistry applications
  • Build scalable workflows for data generation, active learning, model training, uncertainty quantification, and validation of ML-based force fields

Software/Infrastructure
  • Collaborate with software engineers and domain scientists to integrate MLIP capabilities into simulation platforms and digital twin solutions

Leadership
  • Provide technical leadership in computational materials science, computational chemistry, and machine learning methodologies; mentor engineers and influence cross-functional technology roadmaps
  • Drive identification, evaluation, and adoption of emerging simulation and AI technologies that create strategic advantage in semiconductor process development


Who we're looking for

  • Ph.D. in Computational Chemistry, Chemistry, Chemical Engineering or Materials Science (or equivalent)
  • 8+ years of industry experience, post Ph.D.
  • Experience using DFT software (e.g. Gaussian, Quantum Espresso)
  • Experience with frontier molecular orbital analysis and full reaction pathway studies
  • Experience applying quantum chemistry fundamentals to solve challenges related to semiconductor processes and materials applications
  • Experience developing, training, validating, and deploying MLIP architectures (e.g. MACE, SevenNet)
  • Experience with reactive molecular dynamics (e.g. ReaxFF)
  • Proficiency in scientific programming using Python, or related languages
  • Experience utilizing high performance computing (HPC) environments for large-scale simulations and data analysis
  • Demonstrated ability to independently solve complex technical problems and communicate results to multidisciplinary teams
  • Strong organizational skills and demonstrated ability to manage multiple tasks simultaneously
  • Ability to react to shifting priorities to meet business needs and deadlines


Preferred qualifications

  • Experience defining technical strategy for atomistic simulations, machine learning, or scientific computing capabilities
  • Experience translating advanced simulation and AI technologies into engineering solutions that impact product development
  • Experience leading collaborations with universities, national laboratories, or external technology partners


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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