Senior Staff R&D Engineer
Bangalore, India
Synopsys Inc
General Information
Job Title Senior Staff R&D Engineer Job ID 6560 Country India City Bangalore Date Posted 23-Sep-2024 Job Category Engineering Job Subcategory R&D Engineering Hire Type Employee Remote Eligible NoDescriptions & Requirements
Job Description and RequirementsPattern Analytics Senior Staff
Job Overview
Pattern Analytics is an exciting novel field at the intersection of Electronic Design Automation, Data Science and Machine Learning, applied to Semiconductor Design and Silicon Manufacturing flows.
The role of Pattern Analytics Senior Staff Engineer is characterized by a deep understanding of the state of the art in EDA, and strong technical creativity in the identification of existing open problems and critical gaps in current industrial solutions.
Insight and creativity must be combined with technical skills in the development of computational solutions, from prototype to full product implementation. Thus, the successful Pattern Analytics Senior Staff Engineer will work with a multi-disciplinary team to build and test new families of EDA products.
Responsibilities and Duties
- Work with a multi-disciplinary team, in a senior role, to identify new methodological approaches to layout analysis and define algorithmic solutions
- Develop software modules and shared libraries throughout a product life cycle, from prototype to customer release
- Implement testing and benchmarking automation for Pattern Analytics tools
- Coordinate the creation of engineering-level technical documentation for the supported products
Qualifications
- Ph.D. or MS (with 3-5 years' industry experience) in EE or CS or related fields with strong computational and numerical analysis concentration or specialization.
- Experience in Electronic Design Automation, and/or VLSI Physical Design Verification, and/or Mask Data Generation is a plus.
- Specific skills in semiconductor design and manufacturing:
- Physical design, place and route
- DRC checks, DFM checks, Pattern Matching checks, Printability checks
- Physical design ECOs, layout fixing and automation
- Practical Machine Learning and Data Science (including statistical analysis and modeling)
- Exploratory Data Analysis and Data Cleaning
- Feature Engineering
- Advanced ML (Deep-Learning Architectures, Transformers, etc.) is a plus
- Strong Database Development Skills are required. Specifically:
- Queries Development and Optimization
SQL – filtering, aggregation, sampling - Graph representations, queries/traversal
- Multi-DB Query optimization, indices
- Server-based database implementation (such as PostgreSQL) and/or embedded database (such as SQLite)
- Queries Development and Optimization
- Programming Languages:
- Advanced Python 3, Javascript, SQL are required
- C++ and/or Java are a plus
- Asynchronous programming
- Applications/Libraries for Data Visualization and Machine Learning
Application/Libraries for Computational Geometry and VLSI Layout manipulation
Inclusion and Diversity are important to us. Synopsys considers all applicants for employment without regard to race, color, religion, national origin, gender, sexual orientation, gender identity, age, military veteran status, or disability.
* Salary range is an estimate based on our AI, ML, Data Science Salary Index 💰
Tags: Architecture Data analysis Data visualization EDA Engineering Feature engineering Industrial Java JavaScript Machine Learning PostgreSQL Python R R&D SQL Statistics Testing Transformers
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