Machine Learning and Optimization Engineer
Core
Developing and refining machine learning models for large-scale forecasting and optimization of semiconductor manufacturing line performance.
Role type
Senior IC machine learning and optimization engineer
Builds
Forecasting models and optimization strategies for semiconductor fab operations
Domain
Semiconductor manufacturing / Industrial optimization
Deliverable
production ML models
Required skills
Machine learning, Statistics, Stochastic systems, Graph theory, Python, Mixed integer programming
Preferred skills
Leadership experience, Technical roadmap management, First principles modeling
Technologies
Python
Responsibilities
Develop and improve ML models for forecasting and line performance optimization; Develop first principles stochastic models for feature engineering; Create predictive heuristic KPIs to drive optimization strategies; Perform comparative statistical analysis of model performance; Plan technical roadmaps
Seniority
Senior, hands-on IC