02 / PROJECTS

Ideas,
made real.

Products, experiments and hands-on builds.
Select a project to explore the story.

More experiments on GitHub

THE NOTEBOOK / MORE PROJECTS

A wider
field of work.

Academic projects, team builds and research tools across data science, AI and business analytics.

01 / Generative AI / Web development2023

Artlery

BU CS411 · Team project

A personal gallery for AI-generated images and audio. Our team combined Google sign-in with Stable Diffusion and Riffusion through Replicate.

MongoDB · Express · Angular · Node · Google OAuth

Explore the repository
02 / Machine learning / Business analytics2023

Credit risk classification

BU Questrom BA305 · Team project

Compared decision trees and k-means approaches. In our course experiment, expanding the cleaned training dataset from 6,015 to 47,900 observations improved the reported F1 score from 51.21% to 71.35%.

Decision trees · K-means · Model evaluation

Read the code and report
03 / Data visualisation / Public policyJan – May 2024

Health equity in Southwest DC

Boston University · Academic project

Built a dashboard exploring health indicators, racial equity and economic mobility in Southwest Washington, DC, to support discussion of resource allocation and community needs.

Health indicators · Equity · Dashboard design

View project background
04 / Exploratory data analysisSep – Dec 2023

Boston building permits

Boston University · Academic project

Cleaned, transformed and visualised Boston permitting data to explore patterns in the city’s building activity.

Python · pandas · Matplotlib · seaborn

View project background
05 / Consumer research / Business analyticsJan – May 2023

Motto customer analytics

Academic survey project

Analysed more than 100 survey responses to explore beverage preferences, willingness to pay and purchase likelihood using descriptive analysis, regression and feature selection.

Survey analysis · Correlation · Linear regression

Explore the analysis
06 / Natural language processing2022–23

Korean acrostic poetry

Likelion AI School · Team final project

Prepared Korean song-lyric data and trained KoGPT2 to generate three-line acrostic poems, with exploration of musical genres and a Streamlit interface.

KoGPT2 · NLP · Streamlit · Hugging Face

Explore the repository
07 / Data engineering / Research toolingResearch toolkit

Research data collection

Open-source code

Developed Scrapy and Selenium tools for collecting data for academic research, with documented request pacing and usage limits.

Python · Scrapy · Selenium

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08 / Applied learning2022–23

Data science experiments

Likelion · Bootcamp portfolio

A collection spanning air-quality exploration, an Olist business-analysis datathon, web scraping, machine learning, convolutional neural networks and natural language processing.

Python · EDA · Machine learning · Deep learning

Browse the notebooks

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