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, optimization, and characterization integrating imaging, experimental metadata, and diffraction outcomes. Design and deploy computer vision methods to detect and track crystal growth. Develop closed-loop
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method development and large-scale research facilities. Essential Duties and Responsibilities Develop workflows to improve models and maps to optimize likelihood for ligand placement Develop AI/ML methods
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or vacuum hardware, gas handling systems, or plasma diagnostics. Experience applying ML to process modeling or optimization (e.g., PyTorch, TensorFlow), particularly physics-informed or reinforcement learning
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