Advanced 3D Process Integration and Analytics Modeling Engineer
Location: Hyderabad, AP, IN
Company: Micron
Responsibilities include but are not limited to:
Development of 3D models through process flows for DRAM, NAND, and EM technologies
Estimate impact of individual process/structure variations on the completed chip structure
Perform margin analysis, variation studies, and identify failure modes
Build 3D models for scaling studies
Perform mesh generation, structure conversions, software development, large-scale 3D structure generation and visualization, and parallel programming
Design and develop machine learning tools toward a common platform
Define, design, and implement analytic applications that extracts data and images as inputs from relational databases and various data sources to build predictive statistical models
Work with process engineers and database developers to implement comprehensive database solutions
Work with engineers from TCAD, process integration, process development, as well as program manager and computational engineers to drive accelerated technology development
Develop stress/strain models that captures thermally-induced deformation and failures in complex 3D structures
Development of advanced numerical methods, meshing algorithms, multi-scale modeling and coupling schemes, and stand-alone applications
Expert use of hierarchical high-dimensional stress modeling
Qualifications:
3+ years of industry experience in the use of process integration modeling tools
3+ years of experience in statistical and machine learning techniques
3+ years of experience in multi-scale modeling and simulations
3+ years of experience with stress/strain modeling
Experience with application development is strongly desired
Strong background in semiconductor processes and integration
Strong background in data science techniques, relational databases, machine learning algorithms, and image processing
Background in Python, Hadoop, Java, and SQL
Strong knowledge of solid mechanics
Excellent verbal and written communication skills with the ability to operate independently across large teams in a fast-paced dynamic environment
Education: A M.S. or PhD in Electrical Engineering, Computer Science, Chemical Engineering, Mechanical Engineering, Materials Science, Physics, or related discipline.
At Micron we value collaboration and our teams. Because that's where the best ideas and breakthroughs are born. Our team members, partners, customers, and leadership work closely together to deliver — setting a high bar for ourselves and our industry. Because transformation always starts within.
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