AI/ML Algorithm Developer
appliedmaterials
Job Description
- Design and develop scalable data pipelines to collect, process, and analyze high-volume sensor data from semiconductor manufacturing systems.
- Identify and model underlying physical relationships governing complex process behavior.
- Develop predictive and control algorithms using a combination of traditional physics-based methods and machine learning approaches.
- Build robust, maintainable software modules that integrate directly with real-world manufacturing tools and systems.
- Collaborate with multidisciplinary teams spanning physics, engineering, software development, and data science to accelerate innovation and technology deployment.
- Contribute to the design and implementation of intelligent automation solutions for advanced semiconductor manufacturing processes.
- Develop ML surrogates or reduced order models, based on rigorous physics simulations, including research, design, development and implementation & proliferation accompanying in accordance with project budgets and time schedules.
- Optimize accuracy / performance tradeoffs, to retain achieve but speed execution of algorithm modules
- Analyze large quantities of sensor and metrology data, and iteratively improve simulation and models to improve accuracy
- Implement models and code for user facing applications, in control systems or dashboards
- Maintain a clean and consistent code base, that can be extended by team