Data Scientist
Core
Build scalable predictive and prescriptive analytics solutions and deploy machine learning/statistical models to address complex operational challenges in semiconductor fab operations.
Role type
Senior IC data scientist (manufacturing analytics)
Builds
Productionalized predictive and prescriptive analytics solutions, data pipelines, and scalable data products for Fab Operations.
Domain
Semiconductor manufacturing / Industry 4.0 Digitalization
Deliverable
production ML models | product features
Required skills
Forecasting, Recommendation Systems, Logistics Optimization, Churn Analysis, Segmentation Analysis, Deep Learning, Hyperparameter tuning, Model validation and monitoring, Data pipeline construction, Exploratory data analysis, Statistical modeling, Business model creation, Cloud environment experience, Optimization techniques
Preferred skills
Data visualization, Agile methodology, Cross-functional collaboration
Technologies
R, Python, SAS, SPSS, STATA
Responsibilities
Translate business needs into analytics solutions, build data pipelines for productionized models, conduct exploratory data analysis and create visualizations, train and tune ML models, deploy models into production, validate and monitor model performance, communicate analytics value to leadership.
Seniority
Senior, hands-on IC