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This is a machine learning project for predicting the real estate prices in Kaohsiung, Taiwan.

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howard-haowen/kh-real-estate

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This is a machine learning project for creating models to predict the real estate prices in Kaohsiung, Taiwan. This is an ongoing project, to be described in more detail when I find time to do so.

Data

The raw data, named a_trade_raw.pkl, is too big to be uploaded to GitHub, so I sotre it on [Google Drive].

The data used for building the two models is a subset of the raw data, saved as a_trade_filtered_45717entries.pkl and kh-house-prices.pkl. The two files differ only in one aspect:

  • Column names in a_trade_filtered_45717entries.pkl are in Chinese, as in the raw data whereas those in kh-house-prices.pkl are translated into English for easy display in plots.

Models

  • kh_house_catboost_model.pkl:
    • trained by CatBoost Regressor

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