Isaac Hua

Isaac Hua

Isaac Hua Profile Picture

Hey! I'm Isaac Hua.

A passionate Data Scientist transforming data into actionable insights.

Explore My Work

About Me

Driven by curiosity and a love for problem-solving & lifelong learning.

I specialise in leveraging machine learning and rigorous statistical analysis to uncover hidden patterns and drive data-informed decisions. If you have a complex challenge that you'd like to tackle and are looking for a collaborative and reflective contributor - I'm your guy.

My most recent experience has been acting as a Data Scientist for Catholic Crosscultural Services & The BRIDGE, where on a day-to-day basis I was processing, analysing and presenting data to optimise the client experience for 20+ service providers across Scarborough.

Skills

Core competencies & libraries I've consistently worked with:

Python
R
PostgreSQL
Tableau
Excel
PyTorch
Scikit-learn
SciPy
Matplotlib
Forecast

Projects

Cocoa Futures Price Forecast Model

Cocoa Futures Price Modelling

Identified VARX as the most accurate model for cocoa futures price prediction through a comparative study of time‑series forecasting methods (e.g. ARIMA-GARCH & ETS). Enabled scalable testing and deployment through scripting model fitting, back-testing and evaluation using the forecast, rugarch, and vars packages

R Time Series
View Details →
Project 2
Synthesis on Transformers & Autoencoders

Explored the use of masked autoencoders with teacher-student training in visual classification tasks. Created a synthesis on Transformers, Autoencoders, Gaussian Processes & Skip-gram models.

PyTorch Transformers Autoencoders
View Details →

Contact Me!

I'm always open to discussing new projects, creative ideas, or opportunities to be part of your visions. Any connections are always appreciated - feel free to reach out!