AI Engineer with Computer Vision Expertise

5 days ago

Jaipur, Rajasthan, India Programmers Full time

Job Title: Senior Deep Learning Engineer

About the Role:

We are seeking a seasoned Machine Learning Engineer with over 5+ years of experience, specializing in Computer Vision, Graph Search, and Natural Language Processing (NLP). The ideal candidate will be responsible for developing and deploying cutting-edge machine learning models, with a focus on P&ID diagram processing, object detection, and OCR.

Responsibilities:

  1. Develop and implement machine learning models for processing and analyzing Piping and Instrumentation Diagrams (P&ID).
  2. Extract and analyze relationships between symbols and tags within P&ID diagrams.
  3. Design and optimize algorithms for object and line detection in engineering diagrams.
  4. Implement solutions to identify flow directions within P&ID diagrams.
  5. Develop graph-based search algorithms to efficiently extract and analyze relationships between components in complex diagrams.
  6. Collaborate with engineering teams to improve the accuracy and performance of relationship extraction between symbols and tags.
  7. Implement Optical Character Recognition (OCR) solutions to extract textual data from engineering diagrams and documents.
  8. Enhance the accuracy of OCR systems for specialized use cases in engineering contexts.
  9. Design and implement Generative AI models using Azure OpenAI to solve domain-specific problems.
  10. Develop and refine prompt engineering techniques for various AI-driven applications.
  11. Apply RAG techniques to improve the performance and relevance of AI models in real-world scenarios.
  12. Design and develop Natural Language Processing (NLP) models to extract and process information from unstructured data sources.
  13. Build and optimize recommendation systems tailored to specific use cases within engineering and industrial domains.

Qualifications:

  • Bachelor's or master's degree in computer science, Engineering, or a related field.
  • 5+ years of hands-on experience in machine learning, with a focus on Computer Vision and NLP.
  • Proven experience with P&ID diagram processing, including object detection, line detection, and flow direction identification.
  • Strong expertise in graph search algorithms and relationship extraction from complex diagrams.
  • Proficient in OCR technologies and their application in document processing.
  • Experience with Generative AI models and familiarity with Azure OpenAI services.
  • Demonstrated experience in prompt engineering and Retrieval-Augmented Generation (RAG) techniques.
  • Knowledge of recommendation systems and their applications in various domains.
  • Excellent problem-solving skills and ability to work on complex, multidisciplinary projects.

Required Skills:

  • Machine Learning Specialization: Computer Vision, NLP.
  • Frameworks & Libraries: TensorFlow, PyTorch, YOLO.
  • Diagram Processing: P&ID diagram processing, object detection, line detection, flow direction identification.
  • Graph Search: Graph-based search algorithms, relationship extraction.
  • OCR Technologies: Optical Character Recognition.
  • Generative AI & Azure OpenAI: Model design, prompt engineering, Retrieval-Augmented Generation (RAG).
  • Recommendation Systems: Development and optimization for engineering contexts.
  • Programming Languages: Python.

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