Computational Materials Scientist
Job Summary
Who We Are
Applied Materials is a global leader in materials engineering solutions used to produce virtually every new chip and advanced display in the world. We design build and service cutting-edge equipment that helps our customers manufacture display and semiconductor chips the brains of devices we use every day. As the foundation of the global electronics industry Applied enables the exciting technologies that literally connect our world like AI and IoT. If you want to push the boundaries of materials science and engineering to create next generation technology join us to deliver material innovation that changes the world.
What We Offer
Location:
BangaloreINDYoull benefit from a supportive work culture that encourages you to learn develop and grow your career as you take on challenges and drive innovative solutions for our customers. We empower our team to push the boundaries of what is possiblewhile learning every day in a supportive leading global company. Visit our Careers website to learn more.
At Applied Materials we care about the health and wellbeing of our employees. Were committed to providing programs and support that encourage personal and professional growth and care for you at work at home or wherever you may go. Learn more about our benefits.
Key Responsibilities:
- Chemistry and materials design for screening and optimization applications with special emphasis on at least one of the following areas: polymeric materials formation and viscosity precursor design for purity of deposition ALD and CVD reactions of molecules in gas phase and on surfaces
- Recommend atomic-scale changes to structure and/or processing conditions to influence observed properties
- Scope the diverse cutting-edge materials and chemistry discovery tools on the market for potential future value and prioritize what methods warrant further exploration
- Evaluate a variety of MLIPs for validation required property prediction and potential extend to fine-tuning of MLIPs for increased accuracy.
- Explore various molecule and chemistry focused featurization and ML to determine which can add practical value to drive R&D
- Hypothesize and test mechanisms to determine the root-cause of observed behavior
- Work effectively with external vendor software providers in testing new features and functionality of new products
- Work effectively with internal multi-disciplinary teams of experimentalists modelers and computing infrastructure support teams
- Demonstrate analytical and engineering judgement to scope and assess the appropriate level of model required
- Proactively validate/correlate results with real world data to improve models
- Present complex in-depth technical material in a concise manner
- Advocate for the power of modeling while also communicating limitations
- Serve as a business unit chemistry materials or physics expert
- Provide parameters inputs and/or guidance for higher-level process feature and reactor models
Background/Skills:
- Extensive experience with First Principles/Ab-initio/Density Functional Theory (local orbital and plane wave) Molecular Dynamics and/or Monte Carlo methods
- Extensive experience with machine learning interatomic potentials both at the training stage and inference stage. Experience with both universal and focused approaches a plus.
- Experience with polymer modeling workflows from polymer structure creation including branching and cross-linking to property prediction especially with a focus on non C-based polymers
- Experience with ML/AI tools (PyTorch scikitLearn Chemprop SMILES RDKit LLM GNN etc.) scripting (python Linux) programming (C Fortran etc.) and databases (SQL MongoDB etc.)
- Knowledge of informatics artificial intelligence machine learning and data science approaches
Additional Information
Time Type:
Full timeEmployee Type:
Assignee / RegularTravel:
Yes 10% of the TimeRelocation Eligible:
YesApplied Materials is an Equal Opportunity Employer. Qualified applicants will receive consideration for employment without regard to race color national origin citizenship ancestry religion creed sex sexual orientation gender identity age disability veteran or military status or any other basis prohibited by law.
Required Experience:
IC
About Company
Applied Materials, Inc. is the global leader in materials engineering solutions for the semiconductor, flat panel display and solar photovoltaic (PV) industries.