Machine Learning Engineer
3 weeks 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 networksBuild 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 representationsDevelop training frameworks that incorporate physics constraints (conservation laws, pressure-flow relationships) into neural network loss functionsCollaborate with petroleum engineers to ensure model predictions align with physical behavior and operational constraintsImplement model monitoring, validation, and continuous improvement workflowsbusiness trip to KuwaitMandatory Skills Description:Strong expertise in Graph Neural Networks (GCN, GraphSAGE, Message Passing Networks) with proven implementation experienceDeep understanding of deep learning frameworks (PyTorch Geometric, DGL, or TensorFlow GNN)Experience building surrogate models or physics-informed neural networks (PINNs) for engineering applicationsProficiency 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 dataTechnical Domain Knowledge:Understanding of graph theory and network analysisExperience with data structures and graph representations (adjacency matrices, edge lists, sparse tensors)Knowledge of hyperparameter tuning, model building and uncertainty quantification in ML modelsNice-to-Have Skills Description:Background in petroleum engineering, process engineering, or fluid dynamicsFamiliarity with reservoir simulation or pipeline hydraulicsExperience with MLOps practices and model lifecycle managementPublications or open-source contributions in graph MLExperience 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 applyEducational Background:MS/PhD in Computer Science, Computational Engineering, Applied Mathematics, or related field preferredStrong mathematical foundation in linear algebra, graph theory, and numerical methodsUnderstanding of graph theory and network analysis
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Machine Learning Engineer
3 weeks ago
Delhi, 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
2 weeks ago
Delhi, India Whatjobs IN C2 Full timeDesignation: - ML / MLOPs Engineer Location: - Noida (Sector- 132) Key Responsibilities: - Model Development & Algorithm Optimization : Design, implement, and optimize ML models and algorithms using libraries and frameworks such as TensorFlow , PyTorch , and scikit-learn to solve complex business problems. - Training & Evaluation : Train and evaluate models...
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Machine Learning Engineer
2 weeks ago
delhi, India ThoughtSol Infotech Ltd. Full timeDesignation: - ML / MLOPs EngineerLocation: - Noida (Sector- 132)Key Responsibilities:• Model Development & Algorithm Optimization: Design, implement, and optimize MLmodels and algorithms using libraries and frameworks such as TensorFlow, PyTorch, andscikit-learn to solve complex business problems.• Training & Evaluation: Train and evaluate models using...
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Machine Learning Engineer
2 weeks ago
Delhi, India ThoughtSol Infotech Ltd. Full timeDesignation: - ML / MLOPs EngineerLocation: - Noida (Sector- 132)Key Responsibilities:• Model Development & Algorithm Optimization: Design, implement, and optimize MLmodels and algorithms using libraries and frameworks such as TensorFlow, PyTorch, andscikit-learn to solve complex business problems.• Training & Evaluation: Train and evaluate models using...
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Machine Learning Engineer
3 weeks ago
Delhi, India Animaker Inc. Full timeMachine Learning Engineer Job DescriptionJob Title: Machine Learning Engineer – Creative Video SolutionsExperience - 3+ YearsJob 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 ideal...
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Machine Learning Engineer
2 weeks ago
Delhi, India ThoughtSol Infotech Ltd. Full timeDesignation: -ML / MLOPs EngineerLocation: -Noida (Sector- 132)Key Responsibilities:•Model Development & Algorithm Optimization : Design, implement, and optimizeMLmodels and algorithmsusing libraries and frameworks such asTensorFlow ,PyTorch , andscikit-learnto solve complex business problems.•Training & Evaluation : Train and evaluate models using...
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Machine Learning Engineer
2 weeks ago
New Delhi, India Capgemini Full timeAIML EngineerYour Role- Must have experience with Machine Learning Model Development - Expert Level Proficiency in Data Handling (SQL) - Hands-on with Model Engineering and Improvement - Strong experience in Model Deployment and ProductionlizationYour Profile- 5-14 years of experience in developing and implementing machine learning, Deep Learning, NLP models...
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Machine Learning Engineer
4 days ago
New Delhi, India Capgemini Full timeAIML EngineerYour Role Must have experience with Machine Learning Model Development Expert Level Proficiency in Data Handling (SQL) Hands-on with Model Engineering and Improvement Strong experience in Model Deployment and ProductionlizationYour Profile 5-14 years of experience in developing and implementing machine learning, Deep Learning, NLP models across...
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Machine Learning Engineer
11 hours ago
New Delhi, India techjays Full timeWhat makes Techjays an inspiring place to workAt Techjays, we are driving the future of artificial intelligence with a bold mission to empower businesses worldwide by helping them build AI solutions that transform industries. As an established leader in the AI space, we combine deep expertise with a collaborative, agile approach to deliver impactful...
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Machine Learning Engineer
3 weeks ago
Delhi, India OWOW Full timeAbout the Role:We're seeking experienced Machine Learning Engineers and Software Engineers with ML experience to design and build high-quality RL training environments for LLM agents. As an RL Environment Engineer, you'll create diverse machine learning tasks that challenge and improve language models, working with minimal supervision to deliver...
