AI/ML Algorithm Developer

appliedmaterials | Experience: 2+ Years | Bengaluru | Posted 2 days ago

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

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