Broadcom delivers semiconductors and infrastructure software for global enterprises’ most complex, mission-critical needs.
About the role
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What they're looking for
- 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
- S pice modeling and simulation: Must have experience in spice modeling tools, Cadence Virtuoso and familiarity with Primetime STA tools
More about this role
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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...
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