Senior Deep Learning Engineer

We are looking for 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. Additionally, you will work on innovative technologies such as Generative AI, leveraging Azure OpenAI services, and developing prompt engineering and Retrieval-Augmented Generation (RAG) techniques.
Key Responsibilities:

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

• 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

• 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.

• Experience in industrial or engineering environments, particularly in processing engineering diagrams.
• Familiarity with cloud platforms, particularly Azure, and their AI/ML services.
• Strong communication skills and ability to work in a collaborative, fast-paced environment.