Kaggle: Ames House Prices Prediction (Ridge, Support Vector Machine, Voting Regression)
July 29, 2023
- MAPE for test dataset after submission was 0.12069
- Rank: 271/4237 (Top 6% as of July 29, 2023)
Twitter NLP Sentiment Analysis (Tweepy, TextBlob, NLTK, WordCloud)
June 24, 2023
- Conduct fundamental NLP Sentiment analysis for McDonald’s and KFC by querying Tweets
Kaggle: Spaceship Titanic (LightGBM, CatBoost, Vote Classifier)
April 17, 2023
- Predict which passengers are successfully transported to an alternate dimension
- R-squared for test dataset after submission was 0.80757
- Rank: 133/2504 (Top 5% by April 17, 2023)
YVR Energy Usage Forecast (ARIMA, ETS model)
April 3, 2023
- Forecast energy consumption at the Vancouver International Airport (YVR) using time series models
Lung Cancer Mortality Rate Prediction (Linear Regression, XGBoost)
March 27, 2023
- Predict lung cancer mortality rate in the United States using Linear Regression and XGBoost
- Achieved 89.33% R-squared
Google-UBC MBAN Hackathon – ABD Liquor Sales (ARIMA, GCP, Looker, BigQuery)
February 17, 2023
- Forecast liquor sales of Iowa state using ARIMA model
- Google Looker Dashboard here