Job Description
Description
Primary Duties & Responsibilities
- Develop and deploy Reinforcement Learning (e.g., SAC, DDPG, PPO) to optimize multi-parameter tuning (ER TC, bias currents, LUTs, equalizer taps).
- Apply Bayesian Optimization or hybrid models to accelerate convergence when DCA time is expensive.
- Build supervised ML models (XGBoost, LightGBM) to predict long/stress test outcomes from early measurements, enabling test suite pruning or early termination.
- Integrate anomaly detection (autoencoders, Isolation Forests) into test data streams to ensure quality while reducing redundant tests.
- Apply RL or multi-armed bandit algorithms for dynamic scheduling of scarce test equipment (DCA, BERT).
- Automate and integrate ML algorithms with test systems (Python APIs; LabVIEW; integration with existing frameworks).
- Deploy models in production test stations, monitor real-time results, and adjust policies to maximize uptime and throughput.
- Provide clear reporting of ...
Primary Duties & Responsibilities
- Develop and deploy Reinforcement Learning (e.g., SAC, DDPG, PPO) to optimize multi-parameter tuning (ER TC, bias currents, LUTs, equalizer taps).
- Apply Bayesian Optimization or hybrid models to accelerate convergence when DCA time is expensive.
- Build supervised ML models (XGBoost, LightGBM) to predict long/stress test outcomes from early measurements, enabling test suite pruning or early termination.
- Integrate anomaly detection (autoencoders, Isolation Forests) into test data streams to ensure quality while reducing redundant tests.
- Apply RL or multi-armed bandit algorithms for dynamic scheduling of scarce test equipment (DCA, BERT).
- Automate and integrate ML algorithms with test systems (Python APIs; LabVIEW; integration with existing frameworks).
- Deploy models in production test stations, monitor real-time results, and adjust policies to maximize uptime and throughput.
- Provide clear reporting of ...
Apply for this Position
Ready to join Coherent? Click the button below to submit your application.
Submit Application