Staff Data Scientist-Silicon Design
Hyderabad - Phoenix Aquila, India
INR 2300K-4185K (estimate) Senior-level Full Time
Tasks
- Apply machine learning statistics and optimization to semiconductor data
- Architect scalable data pipelines feature engineering frameworks and machine learning systems
- Build graph neural network models for netlists layout graphs dependency graphs and process flows
- Build machine learning solutions for silicon compose verification physical layout yield learning defect analysis and manufacturing optimization
- Collaborate with engineering teams to deliver production grade data products
- Drive exploratory research and deploy measurable data products
- Integrate data from EDA tools design databases and verification systems
- Mentor and guide data scientists on modeling experimentation and software quality
- Use LLMs for semiconductor design knowledge extraction requirement analysis failure triage and decision automation
Perks/Benefits
- N/A
Skills/Tech-stack
Data Pipelines | Data platforms | Decision support | Deep learning | Defect Analysis | Design Databases | Distributed Data Platforms | Distributed data | EDA Tools | Feature Engineering | Graph Neural Networks | Language Models | Large Language Models | Machine Learning | Neural Networks | Optimization | Prescriptive optimization | Python | Reinforcement Learning | Retrieval-Augmented Generation | SQL | Semiconductor design | Statistical inference | Yield learning
Education
Roles
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