Machine learning engineer

5 days ago

Palakkad, India Luxoft Full time

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, Graph SAGE, Message Passing Networks) with proven implementation experience Deep understanding of deep learning frameworks (Py Torch Geometric, DGL, or Tensor Flow GNN) Experience building surrogate models or physics-informed neural networks (PINNs) for engineering applications Proficiency in Python and scientific computing libraries (Num Py, Sci Py, 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/Ph D 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

  • Staff machine learning engineer- generative ai

    1 week ago

    Palakkad, India Intellify Solutions Full time

    Experience: 10-12 Years Location: Remote Intellify Solutions is seeking a Staff Machine Learning Engineer  to lead our Generative AI efforts. This is a rare opportunity to shape the future of manufacturing by applying cutting-edge AI research to real-world problems: from multimodal document understanding, to extracting structured data from technical...

  • CNC Bending machine operator trainee

    5 days ago

    palakkad, India Atlas Engineering Full time

    CNC bending machine operator needed urgently. Operator should have prior experience in handling CNC machines. Ability to understand engineering drawings is must.Job Types: Full-time, PermanentPay: ₹13, ₹15,000.00 per monthEducation:Diploma (Preferred)Experience:CNC Programming: 1 year (Required)total work: 1 year (Required)Shift availability:Day Shift...

  • CNC Bending machine operator trainee

    1 week ago

    Palakkad, Kerala, India Atlas Engineering Full time ₹ 1,20,000 - ₹ 1,80,000 per year

    CNC bending machine operator needed urgently. Operator should have prior experience in handling CNC machines. Ability to understand engineering drawings is must.Job Types: Full-time, PermanentPay: ₹13, ₹15,000.00 per monthEducation:Diploma (Preferred)Experience:CNC Programming: 1 year (Required)total work: 1 year (Required)Shift availability:Day Shift...

  • Senior Software Engineer

    3 weeks ago

    Palakkad, India ACL Digital Full time

    Responsibilities: 5 +Years of experience in Java. Design and develop highly scalable, resilient, and highly available distributed software applications, tools, extensible APIs, frameworks, highly maintainable services and machine learning models on rapidly changing business requirements. Develop and maintain Batch jobs to process millions of...

  • Senior Software Engineer

    3 weeks ago

    Palakkad, India ACL Digital Full time

    Responsibilities: 5 +Years of experience in Java. Design and develop highly scalable, resilient, and highly available distributed software applications, tools, extensible APIs, frameworks, highly maintainable services and machine learning models on rapidly changing business requirements. Develop and maintain Batch jobs to process millions of...

  • Artificial Intelligence Engineer

    7 days ago

    Palakkad, India Ascendion Full time

    Job Title :: Python Artificial EngineerLocation :: India (Remote)Minimum relevant experience :: 6Top Skills:Python CodingAgentic AILangGraphFastAPIJob Description:We are seeking a highly motivated AI Engineer with hands-on experience in developing and deploying agentic AI architectures. The ideal candidate is proficient in Python, has worked with frameworks...

  • Product Analyst

    1 week ago

    Palakkad, India Digiaccel Learning Full time

    About Digiaccel Learning Digiaccel Learning is a Gurgaon-based education company on a mission to reimagine business education for a digital-first world. We offer application-based curriculum and skilling programs designed to deliver tangible learning and career outcomes. Our programs in e-commerce, growth, and brand management are leveraged by top companies...

  • Delivery Director

    2 weeks ago

    Palakkad, India Spot Your Leaders & Consulting Full time

    Job Description Summary : This position leads multidisciplinary teams, ensures strategic alignment with business objectives, proactively manages risks, and champions the integration of advanced technologies. The ideal candidate will possess extensive expertise in digital delivery, substantial experience within the automotive industry, and comprehensive...

  • Data Scientist

    3 days ago

    Palakkad, India a client of NeerInfo Solutions Full time

    Our client is seeking a highly skilled and experienced Data Scientist with deep expertise in Python programming and SQL to join their advanced analytics team. The ideal candidate will leverage their strong programming skills and statistical knowledge to build, deploy, and maintain robust machine learning models that solve complex business challenges and...

  • Hydraulic Fixture Designer

    3 weeks ago

    Palakkad, India JK Precision and Tools Full time

    Company DescriptionJK Precision & Tools is a rapidly growing engineering and manufacturing company that provides complete solutions under one roof, including high-precision CNC machining, fixture and workholding manufacturing, and full part development. Serving diverse industries such as automotive, industrial equipment, defense, and non-auto sectors, we...