Advanced Machine Learning Solutions Specialist

7 days ago


vadodara, India beBeeMachineLearning Full time

Job Title: Advanced Machine Learning Solutions SpecialistKey Responsibilities:Design, develop, and deploy Graph Neural Network (GNN) based surrogate models to approximate complex physics simulations for oil & gas pipeline and well networks.Collaborate with petroleum engineers to ensure model predictions align with physical behavior and operational constraints.Implement neural network architectures to model flow dynamics in interconnected pipeline networks.Skill Requirements:Strong expertise in Graph Neural Networks (GCN, GraphSAGE, Message Passing Networks) with proven implementation experience.Deep understanding of deep learning frameworks (PyTorch Geometric, DGL, or TensorFlow GNN).Experience building surrogate models or physics-informed neural networks (PINNs) for engineering applications.Proficiency in Python and scientific computing libraries (NumPy, SciPy, Pandas).Technical Knowledge:Understanding of graph theory and network analysis.Experience with data structures and graph representations (adjacency matrices, edge lists, sparse tensors).Knowledge of hyperparameter tuning, model building, and uncertainty quantification in ML models.Nice-to-Have Skills:Background in petroleum engineering, process engineering, or fluid dynamics.Familiarity with reservoir simulation or pipeline hydraulics.Experience with MLOps practices and model lifecycle management.Educational Background:MS/PhD in Computer Science, Computational Engineering, Applied Mathematics, or related field preferred.Strong mathematical foundation in linear algebra, graph theory, and numerical methods.



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