AI/ML driven ASIC Design and Implementation Automation Expert

1 Month ago • 5 Years + • Research Development

Job Summary

Job Description

The AI/ML driven ASIC Design and Implementation Automation Expert will explore methodologies, flows, and tools to improve efficiency and quality for SoC and IP development. They will work with AI/ML and automation experts, develop prototype solutions, and pilot automation on actual designs within the Advanced Chip Engineering (ACE) organization. The role involves collaborating with various engineering teams to drive digital transformation using state-of-the-art AI/ML techniques for automotive processors and advanced microcontrollers, enabling automated building of complex SoCs.
Must have:
  • Expertise in AI and ML techniques (LLMs, CNN, RNN, and GraphNN)
  • 5+ years of experience applying AI/ML to real-world optimization problems
  • Hands-on experience in programming using Python/C++
  • Strong background in SW development
  • Experience with Unix/Linux, revision control (Git, BitBucket)
Good to have:
  • Strong understanding of design, layout, constraints, and static timing analysis
  • Prior experience in VLSI CAD methodology and tool development
  • Good understanding of HDL: System Verilog, Verilog, VHDL
  • Understanding or prior experience with EDA tools for design, verification, DFT and implementation
  • Experience with Design revision control (GIT, DesignSync) and Make

Job Details

As an “AI/ML driven ASIC Design and Implementation Automation Expert” in our Advanced Chip Engineering (ACE) organization, you will work in a dynamic environment to explore methodology, flows and tools to improve efficiency and quality of results (power, performance, area, and quality) for SoC and IP development teams across the organization. You'll be working and connecting with AI/ML and automation experts in the industry as well as academia to explore state-of-the-art AI/ML CAD techniques as a part of VLSI CAD SW, prescribe key methods and requirements for tools & features to leverage for ASIC design.


In this role, you will develop prototype solutions to evaluate various state-of-the-art AI/ML techniques to identify the best solutions for NXP designs. While exploring these new ways of working, successful candidates will be working on actual designs and implementation to pilot and develop the automation.


This opportunity is within ACE 'Design Methodologies and Automation' organization to enable Digital Transformation to leverage state-of-the-art AI/ML ideas to improve NXP designs for the Automotive Processors and Advanced microcontrollers in NXP.
The right candidate will be working in a fast-paced engineering environment, on a leading-edge advanced node technologies enabling automated building of exciting and complex SoCs.
 

Job Summary:

  • Explore research ideas and solutions that bring AI/ML applications to VLSI design
  • Work closely with Academic research communities in AI/ML for VLSI design, Architecture teams, IP and SoC designers and SoC Implementation teams from multiple sites to explore and evaluate for leading edge SoC technologies serving multiple industries
  • These automation applications include use of GenAI, Reinforcement Learning, Graph Neural Networks, and convolutional Networks
  • Strong AI/ML expertise, software and CAD background required

Cross functional aspects:

  • In this role, the candidate will work with multiple NXP Engineering teams, including Architecture, IP & SoC design, verification and implementation functions, coordinate and drive groundbreaking initiatives for Digital Transformation.
     

Qualifications:

  • BS or MS in Computer Science, Electrical Engineering, Computer Engineering or related disciplines with strong background in SW development
  • Hands-on expertise in programming using Python/C++
  • 5+ years of experience in AI and ML techniques (LLMs, CNN, RNN, and GraphNN) with experience of application to real world optimization problems
  • Data structures, algorithms, and SW development for optimization problems
  • Hands on experience in Unix/Linux, revision control (Git, BitBucket), SW development and debug tools
  • Excellent analytical problem-solving skills
  • Strong verbal and written communication skills

Desirable skills/experience:

  • Strong understanding of design, layout, constraints (SDC, Clocks, CDC, RDC), Static timing analysis, Low-power, and Power-aware flows (UPF)
  • Prior experience in VLSI CAD methodology and tool development
  • Good understanding of HDL: System Verilog, Verilog, VHDL, front-end design, physical design and layout implementation/generation flows and tools
  • Understanding or prior experience with EDA tools for design, verification, DFT and implementation
  • Experience with Design revision control (GIT, DesignSync) and Make
  • Splunk, Jenkins, LSF and CI/CD process

Job location:

  • San Diego, CA

More information about NXP in the United States...

NXP is an Equal Opportunity/Affirmative Action Employer regardless of age, color, national origin, race, religion, creed, gender, sex, sexual orientation, gender identity and/or expression, marital status, status as a disabled veteran and/or veteran of the Vietnam Era or any other characteristic protected by federal, state or local law. In addition, NXP will provide reasonable accommodations for otherwise qualified disabled individuals.

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About The Company

NXP Semiconductors N.V. (NASDAQ: NXPI) enables a smarter, safer, and more sustainable world through innovation. As the world leader in secure connectivity solutions for embedded applications, NXP is pushing boundaries in the automotive, industrial & IoT, mobile, and communication infrastructure markets. For more information, visit www.nxp.comRead MoreCareer Development OpportunitiesBright Minds. Bright Futures.We believe that a key component to growing our business is to develop our people. To enable you to grow your career at NXP, we offer online and offline learning opportunities to help you develop some of your core and professional skills.Read MoreCommitment At NXP.We recognize NXP is a powerful change agent as we continue to deliver innovative solutions that advance a more sustainable future.

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