Projects

This repo contains the small projects I have created when I first started learning data science. The projects include machine learning model training with Kaggle datasets, competitions I have participated and other random stuff.

This repo is outdated and messy, but might be interesting to juniors who are intended to start their own projects/ competitions.

If time allows, I might update the projects to clean up the code structure and create documentation.

List of projects

Title	What is it about	Type	Language
SIRS HDB eligibility	Investigate distribution of SIRS subsidy eligibility based on Singapore HDB resale data	Data Analysis	R
Shopee Logistics	Investigate Shopee logistic fulfillment based on shipping data provided by Shopee	Data Analysis	Python
Shopee Fraud Detection	Detect fake buyers based on user data provided by Shopee	Data Analysis	Python
Singapore population map	Investigate distribution and changes on Singapore population based on SingStat population data	Data Analysis	Python
Traffic counter	Real time update of number of cars on the road based on Traffic camera image data	Data Science	Python
Driving sales through ML	Predicting customers with a higher likelihood to purchase products based on sales data from Kaggle	Data Science	Python
Ericsson Mobility Report	Re-make of Ericsson Mobility Report to improve readability	Data Analysis	Tableau
Exploring Singapore MP attendance and speaking counts	Investigate distribution of Singapore MP based on data cleaned by Kopi.co	Data Analysis	Python
Order Brushing	Detect abnormal users in Shopee platform based on transaction data provided by Shopee	Data Analysis	Python
Spam call Investigation	Predict spam calls based on historical call data provided by China mobile	Data Science	Python
Titanic	Hello-world of data science, predicting survival in Titanic crash	Data Science	Python
Wordle solver	solving wordle with the help of nltk and some logic guess	Software	Python