Product Development Engineer
Core
Improving quality and reliability of AMD's Server CPUs and Instinct accelerators by transforming manufacturing and test data into actionable insights and ML solutions.
Role type
Senior IC data scientist (semiconductor yield and quality)
Builds
Production-ready analytics and machine-learning solutions for yield and quality optimization
Domain
Semiconductor manufacturing, server CPUs, and GPU accelerators
Deliverable
production ML models
Required skills
Machine learning, statistics, root-cause analysis, data analysis, Python, SQL, semiconductor manufacturing knowledge
Preferred skills
DOE/RSM, time-series analysis, anomaly detection, wafer sort and final test experience, server-class CPU/GPU product experience
Technologies
Python, SQL, pandas, NumPy, scikit-learn, AMD AVA analytics platform
Responsibilities
Partner with engineering teams to prioritize analytics use cases; Develop and deploy ML solutions for outlier screening and drift detection; Perform root-cause analysis of yield loss; Build and maintain yield analytics within the AVA platform; Drive adaptive test and binning strategies; Author technical documentation and present findings to stakeholders
