Lin Qiang Fong Email & Phone Number

Singapore

Singapore

Trained and tested Image Segmentation Model using TorchGeo & PyTorch Lightning. Curated satellite images from OpenStreetMap and instructed the annotation team on using QGIS for data annotation for segmentation models. Developed and evaluated open-source PyTorch object detection models (YOLOv4 and YOLOv7). Converted and tested TensorRT models via ONNX on Nvidia Jetson Xavier/Orin and Docker with RTX3060 GPU. Assessed production code performance using line-profiler to… Show more Trained and tested Image Segmentation Model using TorchGeo & PyTorch Lightning. Curated satellite images from OpenStreetMap and instructed the annotation team on using QGIS for data annotation for segmentation models. Developed and evaluated open-source PyTorch object detection models (YOLOv4 and YOLOv7). Converted and tested TensorRT models via ONNX on Nvidia Jetson Xavier/Orin and Docker with RTX3060 GPU. Assessed production code performance using line-profiler to identify inference bottlenecks. Enhanced image processing for model inference using CUDA Kernel Fusion, achieving a 5 FPS improvement. Designed and implemented a PostgreSQL/PostGIS database for continuous training and testing of computer vision models. Developed a fleet usage analytics API with AWS Lambda, tracking key metrics like operating hours and energy consumption. Configured AWS EC2 & RDS for remote SSH and SSH tunnelling access using PEM files. Conducted remote development using SSH to AWS EC2 for ETL pipelines, parsing data from AWS S3 to a database in RDS. Show less

Singapore

Proposed, developed, deployed and maintained ML models.Collaborated with Product, Market Research and Engineering team to ideate and set roadmaps to improve on the app’s MAU/DAU.Extracted key business analytics to management and marketing campaigns using NodeJS, SQL and Python from databases.Key person for all data-related requests for the company.

Singapore

Oversee the development, implementation and maintenance of the GeoSpace-Sea - Singapore's Marine Spatial Data InfrastructureBuild and strengthen partnership with and among other agencies and stakeholders such as IHLs & public usersAnalysed user requirements and implemented solutions according to government’s IM8 guidelines Developed scripts using GIS python plugin to clean and transform text data to geospatial format for migration to MSSQL serverOrganised and presented stalk… Show more Oversee the development, implementation and maintenance of the GeoSpace-Sea - Singapore's Marine Spatial Data InfrastructureBuild and strengthen partnership with and among other agencies and stakeholders such as IHLs & public usersAnalysed user requirements and implemented solutions according to government’s IM8 guidelines Developed scripts using GIS python plugin to clean and transform text data to geospatial format for migration to MSSQL serverOrganised and presented stalk holders meeting with Chief Executives from multiple agency’s steering and working committees on geospatial data and platform Show less

Singapore

Conduct Client data studies to identify and quantify the catastrophe losses.Evaluate existing vendor catastrophe risk models.Serve as subject matter expert on catastrophe models to brokers and actuaries.Familiar with RMS Risklink, AIR TouchStone/Catrader and CoreLogic RQE modelling software, with heavy focus on SouthEast Asian countries, South Korea, Indian and US Earthquakes, Windstorm and Flood. Utilise Guy Carpenter's in-house Flood models on OASIS platform for client's… Show more Conduct Client data studies to identify and quantify the catastrophe losses.Evaluate existing vendor catastrophe risk models.Serve as subject matter expert on catastrophe models to brokers and actuaries.Familiar with RMS Risklink, AIR TouchStone/Catrader and CoreLogic RQE modelling software, with heavy focus on SouthEast Asian countries, South Korea, Indian and US Earthquakes, Windstorm and Flood. Utilise Guy Carpenter's in-house Flood models on OASIS platform for client's analysis.Analyse client risk exposure change in terms of geography, occupancy, construction, etc. Exercise Data cleaning for geocoding.Data wrangling using Alteryx/Excel for risk analysis on regional client’s insurance portfolio – SEA, India & South KoreaData visualization using PowerBI/Excel dashboards for loss estimation story-telling presentationQueried and updated database in models on MSSQL server using SQLEvaluated vendors models and heat map generation using ArcGIS Show less

30 Woodlands Loop

Perform in-house testing, Factory Acceptance Test (FAT), Site Acceptance Test (SAT) and commissioning of fully integrated analytical systems and shelters.Operations of complex analyzers like Gas Chromatograph to pH and Conductivity analyzers. Perform Statistical Quality Control on repeatability test data of analyzer systems. Carry out customer services for preventive maintenance and shutdown of analytic systems.Technical training for new engineers, technicians and… Show more Perform in-house testing, Factory Acceptance Test (FAT), Site Acceptance Test (SAT) and commissioning of fully integrated analytical systems and shelters.Operations of complex analyzers like Gas Chromatograph to pH and Conductivity analyzers. Perform Statistical Quality Control on repeatability test data of analyzer systems. Carry out customer services for preventive maintenance and shutdown of analytic systems.Technical training for new engineers, technicians and interns.Coordinate Service Engineers’ movement and workload between different jobs in house and on site.Resolve frictions between Project, Engineering and Service team.Communication bridge between different business unit and ensure all information are channeled properlyTeam player in a culturally diverse environment. Trained in SCBA for toxic gas testing.Familar with variety of brands like Siemens, Abb, Ametek, Galvanic Applied Science, Hobre Instruments, Emerson Process Automation (and Rosemount Analytics), CIC, Servomex, Teledyne, Guided Wave, Sofraser, ATAC, etc. Show less

30 Woodlands Loop

​Identifying client requirements and demonstrating deep analyzer product knowledge to meets a client’s needs. Working with customers to help them get the best analyzer systems to optimize performance for their application.Providing prompted sales support during virtual and onsite client meetings.Liaising with both current and potential clients to develop existing and new business opportunities.Reviewing customer drawings, plans and other documents in order to prepare detailed… Show more ​Identifying client requirements and demonstrating deep analyzer product knowledge to meets a client’s needs. Working with customers to help them get the best analyzer systems to optimize performance for their application.Providing prompted sales support during virtual and onsite client meetings.Liaising with both current and potential clients to develop existing and new business opportunities.Reviewing customer drawings, plans and other documents in order to prepare detailed technical proposal for them.Offering Front-End Engineering Design services for Sample Handling System and Analyzer Shelters.Conveying solution benefits to both business and technical audiences.Preparing and presenting potential cost benefit analysis to potential clients.Delivering presentations and demos to audiences.Conveying customer technical requirements to the Internal Engineering teams.Maintaining existing, long-term relationships with customers.Putting together technical instruction for customers in relation to the use, operation and maintenance of purchased products.Travelling to visit potential clients.Negotiating tender, contract terms and conditions.Maintaining professional working contact with key suppliers and third parties. Show less

46 Tuas Road

Rotated with several departments - Design, Project, Quality Assurance/Quality Control and Sales and Marketing Department - to understand the company's operationsFamiliarisation with ASME code for Boilers and Pressure Vessel Sector I, VIII Division I and II as well as the TEMA standardsHands-on with PV Elite to model Shell and Tube Heat Exchanger with 3 common configurationsManaged several projects under mentorship with the Senior Project Engineer to internalise the… Show more Rotated with several departments - Design, Project, Quality Assurance/Quality Control and Sales and Marketing Department - to understand the company's operationsFamiliarisation with ASME code for Boilers and Pressure Vessel Sector I, VIII Division I and II as well as the TEMA standardsHands-on with PV Elite to model Shell and Tube Heat Exchanger with 3 common configurationsManaged several projects under mentorship with the Senior Project Engineer to internalise the workflowChecking of Mill Certifications of materials with the codes and done relevant NDTs namely - Liquid penetrant testing, Magnetic-particle inspection, Hydrogen leak testing, Positive Material Identification, Radiographic testing Show less

Singapore

Participant in Singapore Armed Forces Day Parade, Navy Guard-of-Honour [2010]Participant in National Day Parade, Navy Guard-of-Honour [2010] Promoted to Corporate First Class due to excellence performance [2011]First runner-up in Inter-Navy Shooting Competition representing NDU [2010]Third runner-up in Inter-formation Shooting Competition representing Navy [2011]

Singapore

Managed students, from 10 to 12 years old and up to 40 strong at a time, through physical team-building activities. Bring people with different background to work together holistically to achieve a common goal. Resolve conflicts between strong headed individuals as soon as tension arises.Be always on the ball with the interaction with the participants to attract their short attention span.

Master Of Science, Artificial Intelligence

Course taken: Python, Machine Learning, Deep Learning and Mathematics for AI, Computer Vision, Neuro Evolution & Fuzzy Intelligence, Urban.

Bachelor Of Engineering (Mechanical Engineering), Mechanical Engineering

Activities and Societies: NTU Air Rifle Club, NTU Sports Club Programmers Winner NTU Invitational Shoot Team Gold [2012] Winner NUS.

Mechanical Engineering

Activities and Societies: Exchange Programme

Education record

Activities and Societies: Shooting Club, SRJC Global Classroom Experience (Overseas CIP) to Yang Shuo, China. CCA Leadership Distinction.