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Machine Learning Engineer

Machine Learning Engineer

Info Resume EdgeRawalpindi Cantonment, Punjab, Pakistan
2 days ago
Job description

We are a fast-growing pre‑construction technology company revolutionizing the way construction estimations are performed. Our goal is to develop intelligent systems that can read architectural and engineering drawings to automate material take‑offs and cost estimation.

We are looking for a Machine Learning Engineer to lead the development of AI models that understand construction drawings, extract relevant data, and generate accurate material estimates.

Key Responsibilities

  • Develop and deploy deep learning models to :
  • Extract annotations, text, dimensions using OCR
  • Interpret legends, tables, and specification sections in drawings
  • Preprocess architectural / engineering drawings (PDF, DWG, images) for model consumption
  • Build hybrid models that combine CV, OCR, NLP, and rule‑based estimation logic
  • Design and maintain scalable pipelines for training, inference, and feedback loops
  • Work closely with domain experts (estimators, civil engineers) to translate business rules into algorithms
  • Continuously improve model accuracy and robustness using real‑world data
  • Document processes, datasets, and model evaluation techniques

Required Skills & Experience

  • 5 years of experience in machine learning, especially computer vision and document AI
  • Proficient in Python and ML frameworks like PyTorch or TensorFlow
  • Strong experience with OCR (Tesseract, EasyOCR, or cloud OCR APIs)
  • Hands‑on knowledge of object detection (YOLO, Detectron2, Faster R‑CNN)
  • Experience with PDF and CAD parsing (e.g. PDFMiner, ezdxf, AutoCAD APIs)
  • Knowledge of preprocessing scanned documents and dealing with noise / low quality data
  • Solid understanding of model evaluation, data labeling, and annotation tools
  • Nice to Have

  • Experience with layout understanding models (Donut, LayoutLM, PubLayNet)
  • Background in civil engineering or construction tech
  • Exposure to pricing / estimation logic or ERP systems
  • Experience deploying ML models in production (Docker, FastAPI, etc.)
  • Job Type : Full‑time

    Pay : From Rs200,000.00 per month

    Application Question(s)

  • Do you have = Candidate must have experience of
  • 1. Computer Vision
  • 2. PyTorch or Tensorflow
  • 5. PDF and CAD parsing (PDFMiner, ezdxf, AutoCAD APIs).
  • Education

  • Bachelor's (Required)
  • Experience

  • Machine Learning Engineer Computer Vision & Document AI : 5 years (Required)
  • #J-18808-Ljbffr

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    Machine Learning Engineer • Rawalpindi Cantonment, Punjab, Pakistan

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