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PROJECTS

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California Housing Price

This project was created to assist Home Developers in determining home prices in California using machine learning modeling. Various regression algorithms were evaluated. Final model namely Light Gradient Boosting Machine achieved an MAPE of 18%. This model will be effective when applied to houses that are priced between 101,000 USD - 500,000 USD.

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Airbnb Listing Bangkok

My aim is to explore what kind of Airbnb Hotel characteristics travelers prefer to stay at, in Bangkok, Thailand. Analysis shows that travelers prefer rooms that have high privacy and are located in the city center despite the high price. Based on the findings, we can offer some actionable recommendations to address hotels that are not the choice of travelers.

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E-Lib

E-Lib is a simple library management app. The app provides several menus, such as to show all database of book, adding book to database, edit database, delete database, and loan and return menu.

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