HPE Labs - Postdoctoral Research Scientist: Generative AI for Photonic and Analog Electronic Design Automation
Diegem, Flemish Brabant, Belgium
EUR 37K-37K (estimate) Mid-level Full Time
Tasks
- Build surrogate modeling techniques
- Collaborate on algorithm hardware co design
- Conduct generative AI research for photonic and analog EDA problems
- Develop inverse design methods
- Generate photonic and analog layouts
- Perform constraint aware optimization
- Prototype reproducible benchmarking pipelines
- Publish research results
- Validate models on real hardware and datasets
Perks/Benefits
- Flexible work arrangements
- Health and wellbeing benefits
- Hybrid work model
- Inclusive culture
- Professional development programs
- Remote friendly flexibility
Skills/Tech-stack
Algorithm hardware co-design | Bayesian optimization | Benchmarking | Co-design | Constraint Aware Optimization | Deep learning | Diffusion Models | Evolutionary Algorithms | Flow-based models | Generative AI | Gradient-based optimization | Hardware co-design | In-Memory Computing | In-memory) | Inverse design | JAX | Language Models | Large Language Models | Layout generation | Machine Learning | Monte Carlo | Monte Carlo Methods | Neuromorphic Computing | ODE Solvers | Optical computing | PDE solvers | Physics-informed machine learning | PyTorch | Reinforcement Learning | Software development | Surrogate modeling | TensorFlow
Education
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