AI/ML driven ASIC Design and Implementation Automation Engineer

Aimlroles

San Diego (CA)

On-site

USD 125,000 - 172,000

Full time

14 days+

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Job summary

NXP in San Diego, CA seeks an AI/ML driven ASIC Design and Implementation Automation Engineer to explore AI/ML CAD techniques and build prototype automation for SoC and IP development.

The role partners with AI/ML and automation experts, architecture, IP and SoC teams across sites to pilot methods that improve power, performance, and area. You will work on real designs using GenAI, RL, GNNs, CNNs to evaluate best automation solutions.

Qualifications

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

Responsibilities

  • Explore AI/ML CAD techniques to improve VLSI design using state-of-the-art methods.
  • Collaborate with academic and industry teams across sites to evaluate new AI/ML CAD methods.
  • Develop prototype automation solutions and pilot implementations on SoC designs and IPs.
  • Coordinate Digital Transformation initiatives with Architecture, IP & SoC design teams.

Skills

Python
C++
AI/ML techniques
Data structures
Algorithms
Unix/Linux
Git
Communication

Education

BS or MS in Computer Science, Electrical Engineering, Computer Engineering

Tools

Git
Bitbucket
Splunk
Jenkins
LSF
CI/CD
DesignSync

Job description

As an AI/ML driven ASIC Design and Implementation Automation Engineer 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 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

The base salary range for this position is as mentioned below per year. We also provide competitive benefits, incentive compensation, and/or equity for certain roles. Company benefits include health. dental, and vision insurance. 401(k), and paid leave. Please note that the base salary range (OR hourly rate) is a guideline, and individual total compensation may vary based on a number of factors such as qualifications, skill level, work location, and other business and organizational needs. This base pay range is specific to California and is not applicable to other locations. A reasonable estimate of the base salary range as of the date of this posting is:

$125,000 to $171,900 annually

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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