AI Engineer - #1165634

GRC Construction


Date: 2 hours ago
District: Singapore
Contract type: Full time
Work schedule: Full day
GRC Construction

Job Scopes

1) Model Development & Deployment

  • Implement & fine tune Large Language Models for construction drawing component recognition, quantity take off.

  • Develop predictive analytics models to forecast project risks, material delivery bottleneck and so on.

  • Build and fine-tune Large Language Models (LLMs) or RAG (Retrieval-Augmented Generation) systems to process unstructured data like construction contracts, inspection reports, and safety manuals for instant Q&A and compliance checking.

  • Optimize models for edge deployment on IoT devices or local servers on-site where internet connectivity is unreliable.

2) Data Engineering & Preparation

  • Gather data from ERP systems and project management software, and sensor networks.

  • Cleaning, labelling, and transforming large datasets into usable formats for model training

3) Productization & MLOps

  • Move models from proof-of-concept to production, ensuring they are scalable, maintainable. Performance monitoring of the production environment.

  • Build APIs and microservices to serve model predictions to front-end applications used by Project Managers, Safety Officers, and Quantity Surveyors.

4) Collaboration & Optimization

  • Collaborating with digitalisation engineers & end users to refine models for better accuracy, speed, and reliability.

Requirements: (Qualification & Experience)

  • Recognized degree in Civil Engineering or Computer Engineering or equivalent Engineering field or any other specialization relating to Construction Management.

  • Minimum of 3 years' of experience in building and deploying machine learning models in a production environment.

  • Experience in the AEC (Architecture, Engineering, and Construction) industry is highly desirable but not mandatory if you have a strong portfolio working with AI Models

  • Programming: Proficient in Python, Java or similar languages. Strong coding practices in a collaborative environment (Git, code reviews).

  • ML Frameworks: Deep experience with TensorFlow, PyTorch.

  • Generative AI: Familiarity with LangChain, LlamaIndex, and vector databases for building RAG applications.

  • Data Processing: Proficiency with SQL and data manipulation libraries.

  • Experience with BIM (Building Information Modeling) software or IFC file formats.

  • Stay current with the latest research in ConTech (Construction Technology) and apply cutting-edge techniques to improve safety, quality, and efficiency


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