Senior Engineer, Advanced Process Modeling
Core
Develop and validate process/structure models using machine learning and statistical techniques to build predictive analytics and decision support systems for memory development and manufacturing.
Role type
Senior IC process modeling engineer (materials science/physics)
Builds
Predictive analytics, prescriptive solutions, and decision automation data systems for technology development and manufacturing teams
Domain
Semiconductor manufacturing, materials science, computational physics
Deliverable
production ML models
Required skills
algorithm development, numerical methods, scientific computing, computational materials science, machine learning, deep learning, regression, neural networks, thermodynamics, physics, chemistry, process and multi-physics modeling, FEM, FVM, PFM methods, Linux, Bash, Python, Perl, Tcl, MATLAB, C++, report generation
Preferred skills
semiconductor process development or integration background, AI tools familiarity
Technologies
OpenFOAM, ANSYS Fluent, COMSOL
Responsibilities
Develop and validate process/structure models using ML and statistical techniques, implement numerical models, report results to the AMAIS team, collaborate on next steps, debug and solve problems
Seniority
Senior, hands-on IC