sgmarcus2021/Real-Estate-Price-Analysis-Singapore

Use Data Mining and Machine Learning techniques to extract drivers of prices of houses

🏨 Singaporean Real Estate Analysis 🏨

Use Data Mining and Machine Learning techniques to extract drivers of prices of houses in Singapore

🔎 Data Collection

• Singapore government .CSV and API: https://data.gov.sg/dataset/resale-flat-prices
• OneMAP API: https://www.onemap.sg/home/
• POI datasets .CSV: https://github.com/hxchua/datadoubleconfirm/tree/master/datasets

👉 Feature Selection

• Correlation Matrix
• Sklearn Feature Selection
• Random Forest for feature importance

💻 Machine Learning

• Time Series Analysis (houses prices from 1990 to 2020)
• Linear Regression to determine coefficients of features
• Random Forest to predict price of the house

Here is the presentation of the results : Presentation PDF