Principal AI Systems Engineer – Analog Design

Marvell TechnologyIrvine, CA
1d

About The Position

About Marvell Marvell’s semiconductor solutions are the essential building blocks of the data infrastructure that connects our world. Across enterprise, cloud and AI, and carrier architectures, our innovative technology is enabling new possibilities. At Marvell, you can affect the arc of individual lives, lift the trajectory of entire industries, and fuel the transformative potential of tomorrow. For those looking to make their mark on purposeful and enduring innovation, above and beyond fleeting trends, Marvell is a place to thrive, learn, and lead. Your Team, Your Impact The Optical PHY (CE-OPHY) team designs high-speed and optical transceivers for communication infrastructure in long-haul, metro and datacenter. We address the bandwidth, capacity and power issues faced by cloud computing, mega data centers that powers the social media giant platforms. Our innovative approaches have resulted in the company’s products being first to market in many of key areas, developing the most advanced chips and subsystems solutions to address the ever-increasing demand of higher data rates driven by video-on demand, gaming and other real time data streams. We are seeking talented individuals to work on solving technical challenges with the most outstanding group of collaborators in the industry. Join our team of experts and make a difference in an exciting career opportunity. What You Can Expect AI Systems and Hardware-Aware Modeling Explore AI workflows and develop scripts/models that assist in IC calibration, prediction, or optimization. Contribute to prototyping and automation tasks involving Python, PyTorch, or other ML frameworks. Working along side the design team to improve efficiency, increase design robustness, and help drive innovation. What We're Looking For Education & Experience: Master’s degree and/or PhD in Electrical Engineering, Computer Engineering, Computer Science, with 5+ years experience in analog/mixed-signal IC design and demonstrated expertise in applying AI/ML techniques to engineering workflows. Technical Expertise: Hands-on experience in designing mixed-signal circuits such as ADCs, DACs, RX/TX, PLLs, filters, bandgap bias circuits, regulators, and other analog blocks. Knowledge of deep sub-micron CMOS technologies, low-power, and high-speed design techniques. Proven ability to integrate AI/ML methods into analog/mixed-signal design processes for optimization, modeling, or automation. Solid understanding of signal processing, control theory, and/or convex optimization. Experience with IC design CAD tools (Cadence, Spectre, SPICE, Verilog) and AI frameworks (PyTorch, TensorFlow). Software & Scripting Skills: Proficiency in Python and MATLAB for scripting, data analysis, and visualization. Familiarity with AI workflows and experience developing scripts/models that assist in IC calibration, prediction, or optimization. Additional Skills: Excellent problem-solving and analytical skills. Strong communication skills and ability to collaborate across multidisciplinary teams. Lab testing experience for prototype evaluation and silicon correlation.

Requirements

  • Master’s degree and/or PhD in Electrical Engineering, Computer Engineering, Computer Science, with 5+ years experience in analog/mixed-signal IC design and demonstrated expertise in applying AI/ML techniques to engineering workflows.
  • Hands-on experience in designing mixed-signal circuits such as ADCs, DACs, RX/TX, PLLs, filters, bandgap bias circuits, regulators, and other analog blocks.
  • Knowledge of deep sub-micron CMOS technologies, low-power, and high-speed design techniques.
  • Proven ability to integrate AI/ML methods into analog/mixed-signal design processes for optimization, modeling, or automation.
  • Solid understanding of signal processing, control theory, and/or convex optimization.
  • Experience with IC design CAD tools (Cadence, Spectre, SPICE, Verilog) and AI frameworks (PyTorch, TensorFlow).
  • Proficiency in Python and MATLAB for scripting, data analysis, and visualization.
  • Familiarity with AI workflows and experience developing scripts/models that assist in IC calibration, prediction, or optimization.
  • Excellent problem-solving and analytical skills.
  • Strong communication skills and ability to collaborate across multidisciplinary teams.
  • Lab testing experience for prototype evaluation and silicon correlation.

Responsibilities

  • Explore AI workflows and develop scripts/models that assist in IC calibration, prediction, or optimization.
  • Contribute to prototyping and automation tasks involving Python, PyTorch, or other ML frameworks.
  • Working along side the design team to improve efficiency, increase design robustness, and help drive innovation.

Benefits

  • Marvell is committed to providing exceptional, comprehensive benefits that support our employees at every stage - from internship to retirement and through life’s most important moments.
  • Our offerings are built around four key pillars: financial well-being, family support, mental and physical health, and recognition.
  • Highlights include an employee stock purchase plan with a 2-year look back, family support programs to help balance work and home life, robust mental health resources to prioritize emotional well-being, and a recognition and service awards to celebrate contributions and milestones.
  • We look forward to sharing more with you during the interview process.
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