Machine Learning Engineer
3 days ago
Project Description: We are seeking a skilled Machine Learning Engineer 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 (Nexus, Prosper). Responsibilities: 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 (training data is acquired through running simulations of the physics models) Create data pipelines to extract network topology and simulation results from physics-based models (Nexus/Prosper) and transform them into graph representations Develop training frameworks that incorporate physics constraints (conservation laws, pressure-flow relationships) 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 business trip to Kuwait Mandatory Skills Description: 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) Demonstrated ability to work with complex data structures (graphs, time-series, spatial data) Understanding of optimization techniques and handling large-scale training data Technical Domain 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 Description: Background in petroleum engineering, process engineering, or fluid dynamics Familiarity with reservoir simulation or pipeline hydraulics Experience with MLOps practices and model lifecycle management Publications or open-source contributions in graph ML Experience deploying ML models in production cloud environments (containerization, API development) Industry Experience: Oil & gas industry experience is a strong plus, However, candidates with relevant surrogate modeling experience from other engineering domains encouraged to apply 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 Understanding of graph theory and network analysis
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Machine Learning Engineer
7 days ago
bangalore, India Spydra Full timeJob Summary: We are seeking a talented and motivated Machine Learning Engineer to join our team. The ideal candidate will have a strong background in machine learning algorithms, data analysis, and software development. You will be responsible for designing, developing, and deploying machine learning models and systems that drive our products and...
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Machine Learning Engineer
3 days ago
bangalore, India FxConsulting Full timeWe are hiring for the position of Senior Machine Learning Engineer for a leading E-commerce organization based in Bangalore.Experience: 4–6 yearsIf you have strong expertise in Machine Learning, Time Series Forecasting, Deep Learning, and LLMs, we would love to connect with you!What would you be doing/ Expected from this role?• Collaborate with...
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Machine Learning Engineer
6 days ago
bangalore, India Animaker Inc. Full timeMachine Learning Engineer Job Description Job Title: Machine Learning Engineer – Creative Video Solutions Experience - 3+ Years Job Description: We are seeking a Machine Learning Engineer with a creative mindset and technical expertise to join our R&D team. This role bridges the gap between cutting-edge AI advancements and creative video solutions. The...
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Machine Learning Engineer
7 days ago
Bangalore, India Animaker Inc. Full timeMachine Learning Engineer Job Description Job Title: Machine Learning Engineer – Creative Video Solutions Experience - 3+ Years Job Description: We are seeking a Machine Learning Engineer with a creative mindset and technical expertise to join our R&D team. This role bridges the gap between cutting-edge AI advancements and creative video solutions. The...
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Machine Learning Engineer
1 day ago
Bangalore, India FxConsulting Full timeWe are hiring for the position of Senior Machine Learning Engineer for a leading E-commerce organization based in Bangalore . Experience: 4–6 years If you have strong expertise in Machine Learning, Time Series Forecasting, Deep Learning , and LLMs , we would love to connect with you! What would you be doing/ Expected from this role? • Collaborate with...
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Machine Learning Engineer
3 days ago
bangalore, India Aqilea (formerly Soltia) Full timeWe are a consulting company with a bunch of technology-interested and happy peopleWe love technology, we love design and we love quality. Our diversity makes us unique and creates an inclusive and welcoming workplace where each individual is highly valued.With us, each individual is her/himself and respects others for who they are and we believe that when a...
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Machine Learning Engineer
1 week ago
bangalore, India V3 Staffing Full timeWe are hiring passionate Machine Learning Engineers and ML Leads for one of our product-based clients , driving innovation in AI, data engineering, and MLOps. If you have hands-on experience in ML model development, cloud platforms, and Generative AI tools , this opportunity is for you. Responsibilities: Build and maintain scalable data & ML pipelines using...
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bangalore, India Tata Consultancy Services Full timeTCS Hiring !! Senior Machine Learning Engineer Role** Senior Machine Learning Engineer Exp - 5-7 Please read Job description before Applying NOTE: If the skills/profile matches and interested, please reply to this email by attaching your latest updated CV and with below few details: Name: Contact Number: Email ID: Highest Qualification in: (Eg....
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Bangalore, India Tata Consultancy Services Full timeTCS Hiring !!Senior Machine Learning Engineer Role** Senior Machine Learning Engineer Exp -5-7 Please read Job description before Applying NOTE: If the skills/profile matches and interested, please reply to this email by attaching your latest updated CV and with below few details: Name: Contact Number: Email ID: Highest Qualification in: (Eg....
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Machine Learning Engineer
2 days ago
Bangalore, India Aqilea (formerly Soltia) Full timeWe are a consulting company with a bunch of technology-interested and happy people! We love technology, we love design and we love quality. Our diversity makes us unique and creates an inclusive and welcoming workplace where each individual is highly valued.With us, each individual is her/himself and respects others for who they are and we believe that when...
