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NXP Semiconductors

AI/ML driven ASIC Design and Implementation Automation Engineer

Posted Yesterday
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In-Office
Bangalore, Bengaluru Urban, Karnataka, IND
Senior level
In-Office
Bangalore, Bengaluru Urban, Karnataka, IND
Senior level
Develop and prototype AI/ML-driven automation solutions for VLSI CAD to improve SoC/IP power, performance, area, and verification. Collaborate with architecture, design, verification, and implementation teams to pilot tools and integrate state-of-the-art techniques (GenAI, RL, GNN, CNN) into ASIC design flows and automation.
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Job Description

As an “AI/ML driven ASIC Design and Implementation Automation Engineer”, you will work in a dynamic environment to explore methodology, flows and tools to improve efficiency and quality of results (power, performance, area, and verification) for SoC and IP development teams across the organization. You'll be working and connecting with AI/ML and automation experts in the industry 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 work & develop prototype solutions to evaluate various state-of-the-art AI/ML techniques to identify the best solutions in close collaboration with Architecture, IP design, SoC Design, Verification, Implementation and Design Enablement teams to drive new ways of working, improvements to current ways of working, addressing design quality challenges and continuously improve NXP Semiconductors design, verification and implementation flows. While developing these new ways of working, successful candidates will be working on actual designs and implementation to pilot and develop the automation.

This opportunity is to enable Digital Transformation to leverage state-of-the-art AI/ML ideas to improve NXP designs for the Edge-AI, Automotive Processors and Advanced microcontrollers in NXP.
Successful 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 and software background required

Job Qualifications

BS or MS in Computer Science, Electrical Engineering, Computer Engineering or related disciplines with strong background in SW development
5 years of experience in developing complex SW projects, and hands-on expertise in programming using Python & C++
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:

Data structures, algorithms and SW development for optimization problems.
Prior experience in VLSI CAD methodology and tool development
Understanding or prior experience with EDA tools for design, verification, DFT and implementation
Strong understanding of design, layout, constraints (SDC, Clocks, CDC, RDC), Static timing analysis, Low-power and Power-aware flows (UPF)
Experience with Design revision control (GIT, DesignSync) and Make Splunk, Jenkins, LSF and CI/CD process

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NXP Semiconductors Bengaluru, Karnataka, IND Office

Bengaluru, India

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