Projects
Hands-on projects and experiments
Exploratory Data Analysis (EDA)
At the beginning of the journey (June 2025 - August 2025), I discovered different Python libraries and analyzed datasets, combining with personal experience to observe the subtle facts.
Thailand Domestic Tourism
Date Originated: June 15th, 2025
This dataset reveals the total revenue, number of tourists, and accommodation expenses of Thailand tourism, showcasing how the tourism contributes to Thailand’s overall economy.
Clash Of Clans - Elune Project
Date Originated: Aug 24th, 2025
This dataset reveals the static properties of over 3 million clans during eco-snapshot in 2023. Throughout seasonal peaks and subtle decline, the game remains long-lasting momentum during the rise of RPG-style figures.
Machine Learning / Deep Learning
Built upon exploratory analysis, these projects focus on building all-inclusive machine learning pipelines, with an emphasis on real-world data, robust evaluation, and model generalization.
Vietnam Real Estate - Codename: Azeroth
Date Originated: Sep 19th, 2025
A house price prediction project using Vietnam real estate data collected from BatDongSan.vn. The whole process involves data scraping, preprocessing, feature engineering, and exploratory analysis to capture insightful market patterns.
Trained and evaluated multiple regression and gradient boosting models (LightGBM, XGBoost, CatBoost) with cross-validation and leakage control. A stacked ensemble achieved human-capable performance (RMSE ≈ 0.783, R² ≈ 0.47), indicating decent generalization improvements across diverse property segments. Additionally, EDA section was briefly introduced via Streamlit.
Miscellaneous
Besides the mainstream, I also learn Mathematics during idle time as a complement to sharpen my relevant concepts, which is addressed to numerous sample tests solved in revision.
Mathtoolkit Repository
