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 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 KuwaitMandatory 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 dataTechnical 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 modelsNice-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
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
1 week ago
New Delhi, India S3B Global Full timeJob Requirement – Machine Learning EngineerJob Title:Machine Learning Engineer Location:Bangalore, India (Hybrid Onsite – Local candidates only) Interview Mode:Video Duration:12+ Months (Contract to Hire) Role OverviewWe are seeking a highly skilledMachine Learning Engineerwith hands-on experience designing, building, and optimizing ML models in...
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Machine Learning Engineer
3 weeks ago
New Delhi, India Animaker Inc. Full timeMachine Learning Engineer Job Description Job Title: Machine Learning Engineer – Creative Video SolutionsExperience - 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
2 weeks ago
New Delhi, India Galleon Consultants Full timeJob Summary:As a Machine Learning Engineer specializing in generative AI, you will be responsible fordesigning, developing, and deploying advanced machine learning models that generate high-quality, human-like content. You will collaborate with cross-functional teams to integrate thesemodels into our products, enhancing their capabilities and delivering...
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Machine Learning Engineer
3 weeks ago
New Delhi, India krtrimaIQ Cognitive Solutions Full timeMachine Learning Engineer | KrtrimaIQ Cognitive Solutions | Bangalore (Hybrid)About Us:KrtrimaIQ Cognitive Solutions is a leading AI/ML company empowering enterprises to become intelligent, data-driven organizations. We specialize in building scalable AI solutions in Machine Learning, Computer Vision, NLP, Speech Recognition, and Automation.Position: Machine...
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Machine Learning Engineer
3 weeks ago
New Delhi, India FxConsulting Full timeWe are hiring for the position ofSenior Machine Learning Engineerfor a leadingE-commerce organizationbased inBangalore . Experience:4–6 years If you have strong expertise inMachine Learning, Time Series Forecasting, Deep Learning , andLLMs , 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 weeks ago
New Delhi, India OWOW Full timeAbout the Role: We're seeking experienced Machine Learning Engineers and Software Engineerswith ML experienceto 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 consistent,...
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Machine Learning Engineer
7 days ago
New Delhi, India People Prime Worldwide Full timeRoles and Responsibilities:· As an ML Engineering Specialist you will be owning responsibility to operationalize ML models NLP Computer Vision and other type of models· End to End model lifecycle management starting from feature extraction to monitor machine learning models using high end tools and technologies· Design implementation of DevOps principles...
