APTD Senior Data Scientist
Core
Design, develop, and deploy data science models and automated processes to analyze unstructured big data sources for semiconductor yield analysis, process optimization, and product improvement.
Role type
Senior IC data scientist (semiconductor yield & process optimization)
Builds
Production-grade AI solutions and data analysis pipelines for semiconductor manufacturing
Domain
Semiconductor manufacturing (yield analysis, process optimization)
Deliverable
production ML models
Required skills
Statistical modeling, advanced analytics, modern machine learning techniques, semiconductor yield analysis, process optimization, SQL, Python, data cleansing, outlier identification, missing data techniques, cloud platform deployment (GCP)
Preferred skills
Web development (Angular, FastAPI, Docker), generative AI, large language models (LLMs)
Technologies
Google Cloud Platform (GCP), SQL, Python, Angular, FastAPI, Docker
Responsibilities
Design and develop methods to consolidate and analyze diverse big data sources; interact with product teams to identify analysis questions; code software programs and algorithms to cleanse and integrate large datasets; deploy data science models and manage end-to-end lifecycle; interpret and communicate insights to business managers
Seniority
Senior, hands-on IC