Job Type
Full-Time
Experience
5 Years
Degree
Bachelor's
Positions
1
Salary
PKR 150,000 - 250,000 Monthly
Category
Software Development (Mobile and Web Development)
Degree Names
Bachelor's in Software Engineering
Description
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.
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
Requirements
- 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)
- Knowledge of civil and construction work.
- Exposure to pricing/estimation logic or ERP systems
- Experience deploying ML models in production (Docker, FastAPI, etc.)
