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AI, Data & Modeling · Dec 2025
Housing Affordability Model
Gamified interactive tool for housing price prediction and investment decisions.
MY 001AHousing price predictions you can actually make decisions with.
- date
- Dec 2025
- type
- AI, Data & Modeling
- event
- personal
- tools
- Python, Streamlit, scikit-learn, pandas
I built this project to make housing-price analysis more accessible and actionable. Instead of just creating a model, I wanted to turn the output into something people could actually use for decision-making.
what I did
- 01AI cleaned and modeled a 20,000+ record housing dataset using multiple linear regression.
- 02AI identified key price drivers such as size, quality, and build year, with model performance around R² ≈ 0.75.
- 03AI built a Streamlit tool that translates model outputs into price prediction, feasibility analysis, cost breakdowns, and optimization scenarios.
- 04AThe project pushed me to think beyond analysis and toward usability and applied value.
built with
PythonStreamlitscikit-learnpandasR
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