Senior Deep Learning Engineer
2 months ago
Senior Deep Learning EngineerShift Timings:
Should be available till 9 PM ISTLocation:
RemoteExperience required:
5 to 8 yearsWe 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.
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 RecognitionGenerative AI & Azure OpenAI:
Model design, prompt engineering, Retrieval-Augmented Generation (RAG)Recommendation Systems:
Development and optimization for engineering contextsProgramming Languages:
Python
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.
Preferred Qualifications: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.
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