AI Engineer
location_onSingaporeschedule19 hours ago
apartmentWork style:On-site
historyMinimum experience:3+ years
schoolEducation:Bachelor’s degree
Job description
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.
(Qualification & Experience)Requirements
- 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
Skills mentioned
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