Staff Machine Learning & Silicon Yield Engineer

Chandler, AZ, US • Posted 2 days ago • Updated 6 hours ago
Full Time
On-site
USD $109,700.00 - 175,500.00 per year
Fitment

Dice Job Match Score™

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Job Details

Skills

  • Performance Tuning
  • Generative Artificial Intelligence (AI)
  • Integrated Circuit
  • Sensors
  • Collaboration
  • Product Engineering
  • DFT
  • Workflow
  • SPICE
  • Modeling
  • Cadence Virtuoso
  • Static Timing Analysis
  • Electrical Engineering
  • Computer Science
  • Research
  • Unified Communications
  • MIT
  • Semiconductors
  • Macros
  • System On A Chip
  • Advanced Analytics
  • Machine Learning (ML)
  • Artificial Intelligence
  • Deep Learning
  • Regression Analysis
  • Computer Hardware
  • Data Engineering
  • Python
  • R
  • C++
  • Database
  • Semiconductor Fabrication
  • Design For Manufacturability
  • Electronic Design Automation
  • Data Analysis
  • EDA
  • Law

Summary

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Job Description:

Job Title: Principal Machine Learning & Silicon Yield Engineer

Position Overview
Broadcom is seeking a highly specialized semiconductor professional with experience in predicting wafer-level yield and optimizing PPA, from SoC telemetry and volume ATE production test data. We require deep experience in analyzing silicon architecture, static timing analysis (STA), and silicon telemetry, using advanced data analysis tools, where the goal will be to develop predictive yield and performance optimization tool sets. You will design and deploy ML, DL, and GenAI tools that translate silicon data into actionable optimized strategies.

Key Responsibilities
  • Predictive Yield Modeling: Design, build, and deploy ML, DL, and GenAI models to predict and maximize wafer-level yield using large-scale SoC telemetry data.
  • Telemetry Data: Organize, clean, and analyze large, multi-source sensor databases and provide input on future telemetry requirements.
  • Circuit Telemetry & Silicon Expertise: Interpret complex parametric data, on-chip sensor readouts, and circuit telemetry to isolate failure mechanisms and marginalities.
  • Cross-Functional Collaboration: Partner with foundry, product engineering, design-for-manufacturing (DFM), DFT engineering teams to drive yield and PPA strategies.
  • Innovate, Scale, Deploy: Develop, qualify and productize experimental data workflows, and work with teams to release to scalable production.
  • Spice modeling and simulation: Must have experience in spice modeling tools, Cadence Virtuoso and familiarity with Primetime STA tools.

Required Qualifications
  • Education: MS plus 6 years experience OR Ph.D. plus 3 years experience in Electrical Engineering, Computer Science or a related field Top-tier semiconductor research institution, e.g. Stanford, UC Berkeley, MIT, Purdue, UIUC preferred.
  • Yield & Telemetry Experience: Proven track record in the semiconductor industry specializing in silicon macro characterization and SoC telemetry analysis.
  • Advanced Analytics: Deep expertise in applying Machine Learning and Artificial Intelligence techniques (e.g., deep learning, anomaly detection, multivariate regression) to physical hardware datasets.
  • Data Engineering Skills: Strong programming skills in Python, R, or C++ and hands-on experience handling massive databases.
  • Domain Knowledge: Deep understanding of semiconductor manufacturing processes, wafer fabrication, DFM practices, and electronic design automation (EDA) tools.

Compensation and Benefits

The annual base salary range for this position is USD 109,700.00 To USD 175,500.00

As a valued member of our team, you'll be eligible for a discretionary annual bonus and the opportunity to receive not only a competitive new hire equity grant, but also annual equity awards, connecting your success directly to the company's growth. All subject to relevant plan documents and award agreements.

Broadcom offers a competitive and comprehensive benefits package: Medical, dental and vision plans, 401(K) participation including company matching, Employee Stock Purchase Program (ESPP), Employee Assistance Program (EAP), company paid holidays, paid sick leave and vacation time. The company follows all applicable laws for Paid Family Leave and other leaves of absence.

Broadcom is proud to be an equal opportunity employer. We will consider qualified applicants without regard to race, color, creed, religion, sex, sexual orientation, national origin, citizenship, disability status, medical condition, pregnancy, protected veteran status or any other characteristic protected by federal, state, or local law. We will also consider qualified applicants with arrest and conviction records consistent with local law.

If you are located outside USA, please be sure to fill out a home address as this will be used for future correspondence.
Employers have access to artificial intelligence language tools (“AI”) that help generate and enhance job descriptions and AI may have been used to create this description. The position description has been reviewed for accuracy and Dice believes it to correctly reflect the job opportunity.
  • Dice Id: 10107597
  • Position Id: 25bfe40e1f2b8bbc01ffff487ba792a0
  • Posted 2 days ago
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