Machine Learning Engineer

Job title: Machine Learning Engineer

Company: Info Resume Edge


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 OCRInterpret legends, tables, and specification sections in drawingsPreprocess architectural/engineering drawings (PDF, DWG, images) for model consumptionBuild hybrid models that combine CV, OCR, NLP, and rule-based estimation logicDesign and maintain scalable pipelines for training, inference, and feedback loopsWork closely with domain experts (estimators, civil engineers) to translate business rules into algorithmsContinuously improve model accuracy and robustness using real-world dataDocument processes, datasets, and model evaluation techniquesRequired Skills & Experience:5 years of experience in machine learning, especially computer vision and document AIProficient in Python and ML frameworks like PyTorch or TensorFlowStrong 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 dataSolid understanding of model evaluation, data labeling, and annotation toolsNice to Have:Experience with layout understanding models (Donut, LayoutLM, PubLayNet)Background in civil engineering or construction techExposure to pricing/estimation logic or ERP systemsExperience deploying ML models in production (Docker, FastAPI, etc.)Job Type: Full-timePay: From Rs200,000.00 per monthApplication Question(s):

• Do you have = Candidate must have experience of

1. Computer Vision2. PyTorch or Tensorflow3. OCR (Tesseract, EasyOCR, cloud APIs).4. object detection (YOLO, Detectron2, Faster R-CNN)5. PDF and CAD parsing (PDFMiner, ezdxf, AutoCAD APIs).Education:

• Bachelor’s (Required)

Experience:

• Machine Learning Engineer Computer Vision & Document AI : 5 years (Required)

Expected salary:

Location: Rawalpindi, Punjab

Job date: Sun, 11 May 2025 22:19:51 GMT

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