Course Project, Duke University, CS 671 Theory & Alg Machine Learning, November, 2024
This project was my Kaggle competition in CS 671 (Machine Learning). The task was to predict Airbnb prices in New York City. I achieved a top 5 ranking out of 137 participants and later developed an improved solution outperforming all original submissions in the competition.
Course Project, Duke University, STA 523 R Programming, December, 2024
This is my group’s final project for STA 523 (R Programming): a data archive NCAA basketball data analysis Shiny app. It includes match, team, and player analysis, as well as visualization and prediction features.
Course Project, Duke University, STA 521 Predictive Inference, December, 2024
This is my final project for STA 521 (Predictive Inference), focusing on how to improve the effectiveness of recommendations using personal information on Amazon.
Course Project, University of Science and Technology of China, Time Series Analysis, January, 2024
This is my final project for Time Series Analysis. I propose an LSTM-GRU hybrid network architecture, inspired by GoogLeNet, for PM2.5 time series forecasting, which reduced the error rate by 30% compared to LSTM.