Applied Materials, Inc

Principal AI Data Scientist - Scientific AI & Physics-Informed Machine Learning

Applied Materials, Inc$150K — $180K *
Consumer Technology
5 - 7 years of experience
Job Overview by Ladders

Qualifications

  • PhD in Electrical Engineering, Physics, Materials Science, Computer Science, Applied Mathematics, Computational Science, or 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 communication skills and ability to work across multidisciplinary teams.

Responsibilities

  • Develop and deploy advanced AI/ML solutions for semiconductor processes and applications.
  • Create physics-informed and hybrid AI models integrating experimental data and simulations.
  • Build surrogate models and machine learning frameworks to enhance simulation workflows.
  • Research and apply advanced techniques like deep learning and generative AI.
  • Collaborate with experts and engineers to transition research into practical solutions.
  • Drive innovation through patent contributions and publication efforts.
  • Navigate complex program schedules and cross-functional team discussions.

Benefits

  • Full-time employment with relocation eligibility.
  • Opportunity for travel (10% of time).
  • Eligibility for participation in bonus and stock award programs.
  • Access to a comprehensive benefits package.
Full Job Description

Key Responsibilities
  • Develop and deploy advanced AI/ML solutions for semiconductor process and device simulations, Electronic Design Automation (EDA), packaging, reliability, and manufacturing applications.
    Create physics-informed and hybrid AI models that integrate experimental data, simulation outputs, and domain knowledge.
  • Build surrogate models and scientific machine learning frameworks to accelerate computationally intensive simulations and engineering workflows.
  • Research and apply state-of-the-art techniques including deep learning, generative AI, graph neural networks, neural operators, and foundation models.
  • Collaborate with semiconductor experts, software engineers, and product teams to transition research into production solutions.
  • Drive innovation through patents, publications, and technical leadership across STM and Applied Materials.
  • Effective technical verbal/written communication representing the org with limited supervision. Ability to collaborate with internal stakeholders, customers and vendors.
  • Able to follow complex program schedules, budgets, and milestones with limited supervision.
  • Collaborates/participate in discussions to solve interdisciplinary technical issues in a cross-functional team environment.


Required Qualifications

  • PhD in Electrical Engineering, Physics, Materials Science, Computer Science, Applied Mathematics, Computational Science, or 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 communication skills and ability to work across multidisciplinary teams.


Preferred Qualifications

  • 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 Physics-Informed Neural Networks (PINNs), neural operators, surrogate modeling, uncertainty quantification, or digital twins.


  • Familiarity with TCAD, FEM, CFD, Monte Carlo, multiphysics simulation, or scientific computing environments.


  • Experience with foundation models, generative AI, multimodal learning, or graph neural networks.


  • Strong publication and/or patent record demonstrating technical innovation and thought leadership. The background we're targeting is similar to senior researchers who combine semiconductor device physics, computational modeling, and advanced AI research


Additional Information

Time Type:
Full time

Employee Type:
Assignee / Regular

Travel:
Yes, 10% of the Time

Relocation Eligible:
Yes

The salary offered to a selected candidate will be based on multiple factors including location, hire grade, job-related knowledge, skills, experience, and with consideration of internal equity of our current team members. In addition to a comprehensive benefits package, candidates may be eligible for other forms of compensation such as participation in a bonus and a stock award program, as applicable.

For all sales roles, the posted salary range is the Target Total Cash (TTC) range for the role, which is the sum of base salary and target bonus amount at 100% goal achievement.

About Applied Materials, Inc

Applied Materials specialize in materials engineering solutions. They optimize equipment and fab operations through consulting, spare parts, services, and automation software. They also provide supply chain services from transactional spares through programs, rebuilds, and forecasted parts management. Their products and technologies include semiconductors, displays, roll web coating, solar, and automation software.

**Applied Materials, Inc. Careers**

Join the innovative world of Applied Materials, Inc., a leader in materials engineering solutions used to produce virtually every new chip and advanced display in the world. Our global team is driving innovation and growth in the industries we serve. This is where your expertise can make a true impact.

Work You’ll Do

At Applied Materials, Inc., you will be part of a company that prides itself on fostering a culture of innovation, diversity, and professional growth. As a member of our team, you will lead groundbreaking projects at the intersection of technology, leadership, and engineering excellence. We offer a variety of job opportunities that allow you to explore your potential and push the boundaries of what's possible.

Innovate and Lead

Join a team where innovation is at the heart of everything we do. You will work alongside the brightest minds in the industry, utilizing your skills to contribute to projects that are not only exciting but also crucial for technological advancements. Our leadership is committed to providing you with the guidance and support needed to achieve your career goals.

Career Growth and Opportunities

Whether you are looking for an internship, a full-time position, or leadership roles, Applied Materials, Inc. provides an array of career paths to help you achieve your professional aspirations. Our commitment to career growth is evident through extensive training programs and opportunities for advancement.

Diversity and Inclusion

At Applied Materials, Inc., we believe that diversity fuels innovation. We are dedicated to building a diverse team that reflects the global communities we serve. Our diversity training programs are designed to enhance collaboration and foster an inclusive environment where all employees can thrive.

Benefits and Culture

Our employees enjoy a range of benefits that support both their professional and personal lives. From health and wellness programs to competitive retirement plans, we ensure that our team is taken care of. The culture at Applied Materials, Inc. is built on collaboration, respect, and a commitment to excellence.

Join Our Team

Explore the job opportunities at Applied Materials, Inc. and find the position that matches your skills and passions. We are continuously hiring and looking for individuals who are curious, creative, and ready to drive innovation in a dynamic industry.

Stay Connected

Keep up to date with the latest company news, career tips, and industry insights by joining our network. Engage with us on professional networking platforms and stay ahead in your career journey.

Apply Now

Ready to take the next step in your career? Submit your resume, prepare for your interview, and join a team that’s dedicated to materializing the technologies of tomorrow. Discover the impact you can make at Applied Materials, Inc. and help us shape the future.

SEARCH APPLIED MATERIALS JOBS

--- This page for Applied Materials, Inc. Careers incorporates all the requested elements, maintaining the "Company Content Style" with a focus on innovation, career growth, and the dynamic team environment.
Learn more about Applied Materials, Inc
Size
27,000 employees
Market Cap
$80.7 billion
Industry
Net Income
$3.8 billion
Founded
1967
5 Year Trend
+11.9%
Revenue
$18.2 billion
NASDAQ

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