Ned • Portfolio

Software • AI • Data Science

Building Intelligent softwares from ground to production

Passionate AI and software educator with 2+ years of experience teaching at various institutions globally. Primarily interested in end-to-end applications in AI, Data Science and Software Engineering. Explore selected projects, writings, and publications.

Profile illustration

Skills spotlight

AI/ML

Deep LearningLLMsTransformersPythonComputer VisionRegressionPyTorchAzure

Data Science

Feature EngineeringTime SeriesBayesianMLOpsELTSQLStatistics

Software

TypeScriptNext.jsNodeJSPythonFastAPIPostgresDockerMongoDBAzure

Experiences

01
EQC Institute
  • Trained 60+ students on software design, blockchain, and AI with focus on backend evelopment
  • Developed 50+ educational contents including videos and learning materials for students
02
Research Data Analyst
  • Extracted and analysed 20,000+ mental health episode records
  • Perform ETL for 4,000+ socio-economic, demographic, and environmental datasets from various sources including Australian Bureau of Statistics
  • Conducted epidemiological analysis for spatial variation in mental health outcomes
03
Data Analysis Internship
  • Built digital sieve proof-of-concept for predicting screenings from images
  • Created ETL pipelines for data processing, machine learning and visual analysis
04
Software Engineer
  • Built full-stack CRM for soccer club management using React, NextJS, NodeJS, MongoDB
  • Implemented member management, events, and payment systems and deployed using Docker to Google Cloud
05
Seasonal Academic
  • Teaching and mentoring students in computing and electrical engineering at Curtin University
  • Provided academic guidance and support to students

Recent Work

Mental Health Spatial Modelling, LLM Fine Tuning, Retrievel Augmented Generation, and Full Stack Applications. See the full processes including research and planning, development or progression, and final report or deployment.

Building softwares that makes a difference and helping people make a difference.