haroldeustaquio/Ames-Housing-Price-Predictor
Ames Housing Price Predictor is an ML project focused on predicting housing prices in Ames, Iowa. Development spans all stages of the machine learning model lifecycle, from data exploration and cleansing, through feature engineering and model selection, to deploying a working API using FastAPI, Docker, and GCP.
This project helps real estate professionals or investors predict house prices in Ames, Iowa. By inputting various property characteristics, it provides an estimated sale price, assisting with property valuation and market analysis. It's designed for anyone needing quick, reliable home value estimations in this specific market.
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Use this if you need to quickly and accurately estimate property values in Ames, Iowa, based on a comprehensive set of house features.
Not ideal if you need to predict housing prices for a different geographic location or require a highly customized, non-standard valuation model.
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Language
Jupyter Notebook
License
MIT
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Last pushed
Aug 20, 2025
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