Staff AI Engineer, Circuit Design (TFT & Pixel) at Samsung Austin Semiconductor

San Jose, California, United States

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Not SpecifiedCompensation

Senior (5 to 8 years)Experience Level

Full TimeJob Type

UnknownVisa

Semiconductor, ElectronicsIndustries

Requirements

BS in Computer Science or equivalent with 10+ years experience, or MS in Computer Science with 8+ years, or PhD with 5+ years in Electrical Engineering/Computer Engineering/Applied Physics (or equivalent)
Proficiency with SPICE/Spectre/HSPICE/Cadence Virtuoso/ADE; layout and parasitic extraction
Strong Python and ML fundamentals (PyTorch or TensorFlow, scikit-learn/NumPy/Pandas)
Experience building and validating surrogate models and running multi-objective optimization
Experience with GNNs for layout-to-electrical, PINNs/physics-informed ML, or differentiable simulation
RL for control/param tuning; Bayesian optimization at scale; DoE/active learning
Publications/patents in display, EDA, or ML-for-hardware
Solid analog/digital circuit fundamentals; hands-on OLED pixel/gate driver design
Demonstrated ability to take designs from simulation to hardware bring-up and correlation
Inclusive, adapting style to diverse global norms
Avid learner, approaching challenges with curiosity and resilience, seeking data
Collaborative, building relationships, humbly offering support
Innovative and creative, proactively exploring new ideas and adapting to change

Responsibilities

Develop physics-informed ML and GNN surrogates mapping layout/process to electrical KPIs
Run multi-objective optimization via Bayesian optimization/evolutionary search; generate candidate pixel, driver topologies
Apply RL for process control and compensation strategy tuning
Compose fast design loops that combine Layout/SPICE with learned surrogates; accelerate what-if sweeps
Build data/feature pipelines from fab/test and panel bring-up; implement active learning and uncertainty quantification

Skills

Machine Learning

Graph Neural Networks

Bayesian Optimization

Reinforcement Learning

SPICE

Circuit Simulation

Circuit Design

Pixel Layout

TFT

Physics-Informed ML

GNN

Layout Design

Multi-Objective Optimization

Samsung Austin Semiconductor

Develops advanced semiconductor technology solutions

About Samsung Austin Semiconductor

Samsung Semiconductor specializes in cutting-edge semiconductor technologies, offering ultra-high resolution sensors, ultra-fine pixel technology, gaming storage, automotive memory solutions, AI advancements, and EUV advanced processing, providing transformative solutions for device manufacturers.

Laxmi Sagar Layout, Mahadevapura, Bengaluru, Karnataka 560048, IndiaHeadquarters

N/AYear Founded

VENTURE_UNKNOWNCompany Stage

Hardware, Consumer SoftwareIndustries

5,001-10,000Employees