AI/ML Driven ASIC Design Automation Expert

4 weeks ago

San Diego, California, United States NXP Semiconductors Full time
Job Summary

As a key member of our MCU/MPU Engineering organization, you will play a crucial role in developing innovative methodologies, flows, and tools to enhance the efficiency and quality of results for SoC and IP development teams. Your expertise in AI/ML driven ASIC design automation will be instrumental in architecting, designing, and developing cutting-edge AI/ML CAD techniques as part of VLSI CAD SW tools and flows.

Key Responsibilities
  • Collaborate with Architecture, IP design, SoC Design, Verification, Implementation, and Design Enablement teams to drive new ways of working and improve current processes.
  • Develop and manage multiple automation tools using various SW languages and frameworks.
  • Work closely with cross-functional teams to develop and implement AI/ML driven ASIC design automation solutions.
  • Lead a team of automation experts to architect, design, and develop state-of-the-art AI/ML CAD techniques.
Requirements
  • BS or MS in Computer Science, Electrical Engineering, Computer Engineering, or related disciplines with strong background in SW development.
  • 10+ years of experience in developing complex SW projects and 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 and 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

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