Data Science Specialist

1 week ago

udaipur, India beBeeMachineLearning Full time

Job Opportunity: Surrogate Modeling ExpertWe are seeking a skilled professional to develop and deploy Graph Neural Network (GNN) based surrogate models that approximate complex physics simulations for oil & gas pipeline and well networks.This is a hands-on role for someone who can build high-fidelity neural network models that replace computationally expensive reservoir and network simulators.Design and implement Neural Network architectures to model flow dynamics in interconnected pipeline networks.Build surrogate models that accurately predict pressure distributions, flow rates, and network behavior under varying operational scenarios.Create data pipelines to extract network topology and simulation results from physics-based models and transform them into graph representations.Develop training frameworks that incorporate physics constraints into neural network loss functions.Collaborate with petroleum engineers to ensure model predictions align with physical behavior and operational constraints.Implement model monitoring, validation, and continuous improvement workflows.The ideal candidate should have:Strong expertise in Graph Neural Networks with proven implementation experience.Deep understanding of deep learning frameworks.Experience building surrogate models or physics-informed neural networks for engineering applications.Proficiency in Python and scientific computing libraries.Demonstrated ability to work with complex data structures.Understanding of optimization techniques and handling large-scale training data.Responsibilities include business trips abroad. The successful candidate will have a strong mathematical foundation in linear algebra, graph theory, and numerical methods, as well as an understanding of graph theory and network analysis.

  • Advanced Data Science Professional

    1 week ago

    udaipur, India beBeeDataScience Full time

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    1 week ago

    udaipur, India beBeeDataScience Full time

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    udaipur, India beBeeDataEngineer Full time

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    4 days ago

    udaipur, India beBeeDataIntegration Full time

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    udaipur, India beBeeData Full time

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    4 days ago

    udaipur, India beBeeData Full time

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    6 days ago

    udaipur, India beBeeDataScience Full time

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  • Data Annotation Specialist

    1 week ago

    udaipur, India beBeeAnnotation Full time

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  • Research Scientist

    6 hours ago

    Udaipur, India PI Industries Ltd Full time

    Strategic - Actively support the philosophy, values and key strategic initiatives of organization and the department. - Efficient contribution to the overall success of RDIT by driving innovation and team performance according to objectives and targets. - Innovate solutions using Artificial Intelligence and machine learning. - Collaborate with...

  • Research Scientist

    4 hours ago

    Udaipur, India PI Industries Ltd Full time

    Strategic Actively support the philosophy, values and key strategic initiatives of organization and the department. Efficient contribution to the overall success of RDIT by driving innovation and team performance according to objectives and targets. Innovate solutions using Artificial Intelligence and machine learning. Collaborate with cross-functional teams...