Senior Software Engineer-AI
Company: Siemens Mobility
Location: Fremont
Posted on: November 11, 2024
Job Description:
Siemens EDA is a global technology leader in Electronic Design
Automation software. Our software tools enable companies around the
world to develop highly innovative electronic products faster and
more cost-effectively. Our customers use our tools to push the
boundaries of technology and physics to deliver better products in
the increasingly complex world of chip, board, and system design.We
are looking for a Machine Learning Research Engineer to join our
innovative LEAP (Learning through Exploration and Active
Participation) team within the Calibre group. In this role, you
will be at the forefront of developing advanced machine learning
models for computational lithography, specifically focusing on mask
3-D and optical simulation models. Your work will be crucial in
integrating these cutting-edge models into Calibre, the
market-leading tool for mask correction and electronic design
automation. This is an R&D position where you will be driving
the future of computational lithography.Responsibilities
- Develop and implement machine learning models for computational
lithography, focusing on mask 3-D and optical simulation
steps.
- Collaborate with cross-functional teams to integrate developed
models into existing workflows.
- Conduct research on advanced machine learning techniques to
improve the accuracy and efficiency of computational lithography
models.
- Publish findings in leading scientific journals and present at
industry conferences.
- Stay updated with the latest advancements in machine learning
and computational lithography.
- Provide technical guidance and mentorship to junior researchers
and engineers.
- Ensure that developed models meet the required performance and
accuracy standards.
- Debug and troubleshoot issues related to model performance and
accuracy.
- Document and maintain code and model repositories.Required
Knowledge/Skills, Education, and Experience
- Ph.D. in Computer Science, Electrical Engineering, or a related
field with a focus on machine learning.
- Minimum of 3 years of experience in developing machine learning
models.
- Industry experience in computational lithography or a related
field is preferred.
- Strong programming skills in Python and experience with machine
learning frameworks such as TensorFlow or PyTorch.
- Excellent problem-solving skills and the ability to work
independently and as part of a team.
- Strong written and verbal communication skills.
- Ability to travel for conferences and collaborative
meetings.Good to have
- Previous R&D experience in a semiconductor company or
related field.
- Deep knowledge of advanced statistical methods and data
analysis techniques.
- Proficiency with version control systems such as Git.
- A publication record in scientific journals and conference
proceedings.
- Proficiency in C++ programming.
- Experience working with high-performance computing (HPC)
environments.
- Familiarity with electronic design automation (EDA) tools and
workflows.Why us?Working at Siemens Software means flexibility -
Choosing between working at home and the office at other times is
the norm here. We offer great benefits and rewards, as you'd expect
from a world leader in industrial software.A collection of over
377,000 minds building the future, one day at a time in over 200
countries. We're dedicated to equality, and we welcome applications
that reflect the diversity of the communities we work in. All
employment decisions at Siemens are based on qualifications, merit,
and business need. Bring your curiosity and creativity and help us
shape tomorrow!Equal Employment Opportunity StatementSiemens is an
Equal Opportunity and Affirmative Action Employer encouraging
diversity in the workplace. All qualified applicants will receive
consideration for employment without regard to their race, color,
creed, religion, national origin, citizenship status, ancestry,
sex, age, physical or mental disability unrelated to ability,
marital status, family responsibilities, pregnancy, genetic
information, sexual orientation, gender expression, gender
identity, transgender, sex stereotyping, order of protection
status, protected veteran or military status, or an unfavorable
discharge from military service, and other categories protected by
federal, state or local law.
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Keywords: Siemens Mobility, Folsom , Senior Software Engineer-AI, IT / Software / Systems , Fremont, California
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