Plate II.0 — Frontispiece

catalog of works

A printed register of projects, studies, and credentials. Updated as the catalog grows.

AI Applied Scientist in Melbourne, working on LLMs and multimodal pipelines. The plates that follow are the projects, studies, and credentials gathered along the way.

New entries are added as the catalog grows. Have a good one.

Introduction

Duc Phat Nguyen (Ethan)

Melbourne, Australia

GH LI @ CV

Programming Languages

Python R SQL PHP

Frameworks & Libraries

TensorFlow PyTorch OpenCV YOLOv8 Flask Laravel Filament XGBoost

Data Visualization

Tableau Power BI Advanced Excel Dash Cytoscape

Databases

MySQL PostgreSQL MongoDB SQLite Chroma

Cloud Technologies

AWS Oracle Cloud Azure

AI / ML Specialties

Machine Learning Deep Learning Computer Vision NLP LLM Fine-tuning Reinforcement Learning

DevOps & Tools

Docker Kubernetes Git

Analytics & Modeling

Statistical Modeling Economic Modeling Forecasting

Current Roles

Tutor — Cloud Computing Architecture & Cloud Engineering Swinburne University
Applied Scientist Openstream.ai

Projects

Pl. II.1

Play Mario with Reinforcement Learning

Double Deep Q-Learning model to play Super Mario Bros.

PythonPyTorchOpenAI Gym

Pl. II.2

Social Network Analysis

Statnet33 — a social network analyzer using statistical models and visualisation.

PythonR

Pl. II.3

Project Psychological Analysis thumbnail

Research Automation Project

Automating psychological research with BeautifulSoup and Google Gemini.

PythonBeautifulSoup4Google Gemini

Pl. II.4

Income Disparity Analysis

A full-stack analysis of demographics through tree-based models.

PythonJupyter Notebook

Pl. II.5

Privacy Policies AI System

An NLP model + web app for interpreting Privacy Policies and Terms of Conditions.

PythonTransformers

Pl. II.6

Project Poker Tree-based Models thumbnail

Poker Hand Classification

Tree-based models for poker hand classification, with custom preprocessing and model optimisation.

PythonJupyter Notebook

Pl. II.7

Self-Hosted TOTP Authenticator

A desktop 2FA solution for managing multiple TOTP authenticator codes without reaching for your phone.

Node.jsExpressSQLiteDocker

Education

Degree	Years	Institution
Master of Data Science	2023 – 2024	Swinburne University of Technology
Bachelor of Economics & Foreign Trade	2018 – 2022	Vietnam Maritime University (VMU)

Achievement

Silver medal · Microsoft Office Specialist World Championship · Excel 2016 — Vietnam Ambassador, 2021 November 2021

Description	Date
VMU: Merit for excellent achievements in the Youth Union – Association and for outstanding academic results	October 2021
VMU: Outstanding Student — for students achieving distinction across multiple fields	November 2020 & November 2021
VMU: Elected as Vice-President of the Faculty of Economics' English Club for two years	2019 – 2020

Certifications

Certification	Date
Oracle: OCI Certified Foundations Associate	December 2024
AWS: Certified Cloud Practitioner	November 2024
DeepLearning.AI: Mathematics for Machine Learning & Data Science	August 2024
IBM on Coursera: IBM Data Science	December 2023
IBM on Coursera: IBM AI Engineering	December 2023
Microsoft Certified: Azure AI Fundamentals	June 2023
Microsoft Office Specialist: Expert on Microsoft Office	January 2021

back to folio I