Luke
Full Stack Software Engineer | ML Enthusiast | 10+ Years Experience
Summary
Technical Expertise
Languages
Frontend
Backend
Cloud/DevOps
Databases
GIS/Mapping
HL7/Medical
ML/Data
Testing
Methodologies
Work Experience
Led development of enterprise applications including cross-platform mobile solutions and automated field operation systems.
Key Projects
Cross-platform field operations app with GIS integration, real-time synchronization, and offline-first architecture
Full-stack solution with Python FastAPI backend, React admin portal, and React Native mobile app for automated meter reading
Machine learning OCR system with custom model training for high-precision automated readings
Built a hydrological forecasting system with FastAPI, PostgreSQL, React, and Dockerized services via GitLab CI/CD.
- Developed RESTful APIs in FastAPI for data ingestion and model output
- Built GIS dashboards with React.js & Leaflet.js for interactive visualization
- Containerized services with Docker and automated deployments using GitLab CI/CD
- Integrated TensorFlow models (LSTM/CNN) and R preprocessing as backend services
- Demonstrated the project at the 2023 New Zealand Hydrological Society Annual Conference, gaining recognition from industry experts
Led a team of 6 developers in building a multi-module healthcare SaaS platform, overseeing sprint planning, task assignment, and stakeholder communication. Established documentation standards and Git workflow conventions.
Key Projects
- Built a cloud-native microservices platform with Spring Cloud, enabling service discovery, circuit breaker, and configuration
- Optimized SQL queries to improve performance by 70% through indexing, query refactoring, and Redis caching
- Ensured zero downtime migration from Tencent Cloud to a private cloud, enhancing system reliability and performance
- Enabled seamless integration with 100+ medical devices by implementing HL7 standard interfaces
- Automated CI/CD pipelines using Jenkins, Docker, and Kubernetes, reducing deployment time from days to hours
- Developed and deployed C# applications across 500+ hospital labs
- Integrated 4,000+ devices in real-time via HL7 and custom USB/Ethernet gateways
- Ensured 99.9% accuracy and secure transmission of 10M+ lab results annually
- Designed backend systems for 5 major hospital modules (patient, doctor, pharmacy, billing, HR)
- Supported 10,000+ concurrent users and 100K+ daily transactions
- Migrated systems to Kubernetes, applied SQL and Redis performance optimization
Impact & Scale
- Supported 10,000+ daily active users across 500+ institutions with 99.9% system uptime
- Reduced query response times to under 1 second and improved deployment efficiency significantly
Delivered high-quality project-based training courses while leading development of key full-stack applications to showcase best practices and industry-standard development techniques.
Key Projects
Full-stack online education system for course scheduling, enrollment, and user progress tracking. Supported 1,000+ concurrent users.
Smart agriculture platform integrating sensor data with environmental control logic. Real-time dashboards with React.js and MQTT communication for edge devices.
Impact
- Trained and mentored 1,000+ students, equipping them with practical project experience and industry-ready skills
- Delivered two production-grade projects showcasing modern full-stack architecture, served as templates for student learning
Education
Open Source Contributions
- AI Chatbot WeChat Mini Program (2023): Developed a mini program for AI-driven chat bot integration, enhancing user engagement with streamlined NLP solutions.
- GPT Proxy Projects (2023): Built proxy tools for GPT integration to improve accessibility and response efficiency.
- AnyMK Single Page Application (2018): Created a lightweight SPA framework for rapid front-end development.
- MOON Scaffold (2017): Designed a modular scaffold to accelerate full-stack project development.
Publications & Achievements
- Published book: Algorithms Around You: Interviews, Promotions and Engineering (2023)
- CSDN Blog Expert: Recognized as Top 10 Blog star (2019) with 300+ original technical articles and 1.9M+ total visits
- Microsoft Certified: Azure AI Fundamentals (AI-900) (2024)
Volunteer Experience
- Assist in recycling and refurbishing devices to promote sustainable technology usage
- Provide technical support and innovative solutions to extend device life cycles