Physical Design Engineer- CAD
- UST
- 5 - 10 years
- Hyderabad
- 5 days ago
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Job Description
Key responsibilities
- Develop and deploy ML-driven automation to accelerate place-and-route and related physical design flows.
- Build end-to-end ML solutions including data collection, feature engineering, model training, evaluation, deployment, and monitoring.
- Integrate LLMs and apply prompt engineering to enable automation, decision support, and developer/operator tooling.
- Design and implement workflow automation and change-management systems to handle design variants, constraints, and sign-off processes.
- Collaborate with physical-design engineers, CAD tool owners, and MLOps/DevOps teams to embed ML capabilities into CAD flows.
- Run reproducible experiments, maintain benchmarks and metrics, perform error analysis, and iterate on models and features.
Required qualifications
- 12 years of hands-on experience in physical design/CAD (place-and-route, floorplanning, timing and congestion analysis) or equivalent design execution experience.
- 12 years of experience developing ML models and ML pipelines, with practical experience in feature engineering and model evaluation.
- Strong proficiency in Python and familiarity with modern ML libraries/frameworks.
- Practical experience with LLMs and prompt engineering for automation or workflow augmentation.
- Good software engineering practices (modular code, unit tests, git).
- Strong problem-solving skills and the ability to translate domain problems into data/ML solutions.
- Effective written and verbal communication skills.
Preferred qualifications
- Prior exposure to EDA tools and vendors (Synopsys, Cadence) and scripting for tool flows (TCL, Perl, Python).
- Experience with RTL-to-GDS physical-design flow optimization or signoff automation.
Job Classification
Industry: IT Services & ConsultingFunctional Area / Department: OtherRole Category: OtherRole: OtherEmployement Type: Full timeContact Details:
Company: USTLocation(s): Hyderabad+ View Contact
Keyskills: CAD Physical Design Cadence Machine Learning Synopsys Python
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