TC. Lin
Australia/Brisbane, 08/30/2025, 04:54 PM
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About Me
I love programming and technology! Aside from my industrial experience, I once ran my own software development business, JAStudio Technology (https://jastudio-tech.com/). I have a strong background in full-stack software development and machine learning, with experience in training AI models for industrial defect detection and developing software systems. These projects required me to apply software architectural patterns like MVC and object-oriented design patterns such as the Factory Method. For me, a career is a life ambition, and together, we can achieve remarkable milestones.
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My Background
Education
Master of IT, Computer Science
Queensland University of Technology
Feb. 2023 - Aug. 2024
Bachelor of Science
The University of Queensland
Feb. 2015 - Dec. 2017
Awards
• 3x QUT Executive Dean's Commendation for Academic Excellence (GPA: 6.83/7.0, 98%)
• QUT Best ML Research Paper Awards 2023 (Faculty Level)
• Selected Representative of Master of Information Technology.
Professional Work
Experience
Machine Learning Engineer
RayTracer
Nov. 2024 - Present
• Satellites Anomaly Detection: Led the development of a satellite health monitoring system processing TB-scale data from 10,000+ sensors, architecting the data backend with SQL, MongoDB, Redis, and MinIO to support a hybrid suite of PyTorch models with a Human-in-the-Loop (HITL) feedback system for continuous refinement.
• Aviation Audio Congestion Analysis: Designed a generative agentic AI system for noisy transmission analysis, using Spark on a Hadoop cluster for audio data ETL before fine-tuning STT and LLM models with PyTorch and LangChain.
• MLOps IaaS Platform: Engineered a modular, self-service MLOps platform that supports multi-users to automate the full ML lifecycle; orchestrated complex pipelines with Airflow, managed experiments with MLflow, and designed the distributed architecture for enterprise-grade reliability and scalability.
AI Engineer
Spingence Technology
Oct. 2020 - Jan. 2022
• Industrial Defect Detection: Delivered a ~50% reduction in the missed detection rate by implementing and fine-tuning SoTA computer vision models (classification, detection, segmentation) on the platform, optimizing the trade-off between model yield and overkill rate.
• End-to-End Edge AI Platform: Engineered a full-stack Edge AI training and data management platform using PyTorch, Flask, React, MongoDB, and Azure. The system allows the clients to manage image datasets, train models, and deploy version-controlled solutions directly to edge devices.
Software Engineer
Sinon Corporation Business Groups, KSI Inc.
Jan. 2019 - Sep. 2020
• Government ERP System Development: Built with .NET MVC framework, MSSQL, and AngularJS, implementing hierarchical authority permissions and optimizing performance with SQL stored procedures; CRUD performed on over 100,000+ data entries per query; Deployed the system with MS IIS Web Services.
Machine Learning Engineer
JAStudio Technology
Jan. 2019 - Jan. 2023
• AI Agent for ERP Systems: Engineered AI agents with tools by fine-tuning an open-source LLM with a RAG pipeline. This enabled users to perform conversational queries against business documents directly within the core ERP system, automating information retrieval.
• Industrial-Scale CI/CD & MLOps: Architected a complete CI/CD pipeline using Azure Functions for automated builds, vulnerability scanning, and production packaging. Separately, established the end-to-end MLOps lifecycle, using MLflow for model versioning and Airflow for orchestrating complex deployment workflows.
Check Professional Projects from CV
My works in AI, ML, Software
Portfolio
Medium Blogs
Persornal Information
As a passionate lifelong learner, I love sharing my expertise through articles regarding technology.
JAStudio Technology
Persornal Information
Aside from work, my team and I run a freelance business in software under JAStudio Technology.
QUT Best Paper Awards 2023
Research Paper Honours
Research Topic: PCA-Clustering: Relationship between Downtime Events & Attributes in Steel Manufacturing.
Fruit Vision
Artificial Intelligence
This project trains a computer vision model to identify 100 different fruit classes (transfer learning of EfficientNetB2) - 9.1M parameters.
Deep Learning Drowsiness Detections
Artificial Intelligence
Detects if a person is drowsy by Computer Vision. Implements YOLOv5 to custom-build a deep learning model. The demo allows the users to upload or use real-time webcam object detections.
Duck Segmentation
Artificial Intelligence
Deep learning model that implements YOLOv8 to segment ducks in images.
AI Image Centre Solution
Artificial Intelligence
This is an enterprise AI image storage and labelling platform solution, working similar to Google Drive. AI Image Labelling can be done on the same platform while seamlessly integrating to the AI training application.
AI Image Labelling Brush (Prototype)
Artificial Intelligence
This is a prototype AI image labelling 'brush' tool, allowing to upload, label, and download labelled labels of an images with coordinates.
AI Trainer - Industrial 4.0
Artificial Intelligence
Enterprise Computer Vision AI training, embeddable to industrial applications. Capable of managing large scale training data.
Airline Service Satisfaction Predictions
Artificial Intelligence
A comprehensive data science analysis of airline company satisfaction. A ML model was trained upon utilizing the analyzed insight, obtaining the score of >90%.
Robust & Reusuable Framework
Software: C# Framework
Designed an extensive, comprehensive, reusuable board game framework that can be widely reused. PDF user manual available.
Running Food Shopping Site
Software: E-Commerce
Fully functional food ecommerce site for a client in Taiwan.
Running Art Trading Site
Software: E-Commerce
Fully functional artworks shopping platform with auctions for a client in Taiwan.
AI-Powered ERP Geological System
Software: ERP
Enterprise ERP system with complex data flow and calculations.
Enterprise ERP Accounting System
Software: ERP
Enterprise ERP system with complex data flow and calculations.
Covid-19 Cases Tracking
Software: Web-App
This Covid-19 tracker was built with map and countries during the pandemic period, including number of confirmed/recovered/death cases.
BI - Retail Grocery Store Analysis
Business Intelligence
Comprehensive Business Analysis for Grocery Store.
More Projects...
AI & Cross-Platform Softwares
More undisclosed enterprise projects that need to stay confidential due to NDA contract in the field of AI Industrial Apps, ERP Systems, Cross-Platform Softwares.
My Abilities
Skills
Sharing Knowledges
Blogs
My Latest 10 Articles
Read more on Medium