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We are a fastgrowing preconstruction 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 takeoffs 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 rulebased 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 realworld 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)
Handson knowledge of object detection (YOLO Detectron2 Faster RCNN)
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: Fulltime
Pay: From Rs200000.00 per month
Application Question(s):
1. Computer Vision
2. PyTorch or Tensorflow
3. OCR (Tesseract EasyOCR cloud APIs).
4. object detection (YOLO Detectron2 Faster RCNN)
5. PDF and CAD parsing (PDFMiner ezdxf AutoCAD APIs).
Education:
Experience:
Full Time