https://github.com/jaymax01/housing-price-forecasting
Time series modeling of US real estate housing prices
https://github.com/jaymax01/housing-price-forecasting
autoregressive-models colab-notebook data-visualization deep-learning feature-engineering google-cloud machine-learning python timeseries-forecasting
Last synced: about 1 month ago
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Time series modeling of US real estate housing prices
- Host: GitHub
- URL: https://github.com/jaymax01/housing-price-forecasting
- Owner: jaymax01
- Created: 2023-09-05T18:48:14.000Z (almost 3 years ago)
- Default Branch: main
- Last Pushed: 2023-09-05T19:04:18.000Z (almost 3 years ago)
- Last Synced: 2024-01-28T21:33:26.144Z (over 2 years ago)
- Topics: autoregressive-models, colab-notebook, data-visualization, deep-learning, feature-engineering, google-cloud, machine-learning, python, timeseries-forecasting
- Language: Jupyter Notebook
- Homepage:
- Size: 11.8 MB
- Stars: 1
- Watchers: 1
- Forks: 0
- Open Issues: 0
-
Metadata Files:
- Readme: README.md
Awesome Lists containing this project
README
## Modeling US Housing Prices
*Brokerage firms provide their customers insights and information on making investment decisions and the real estate market is one of them. The aim of this project is to draw insights and to develop a reliable time series model to predict housing prices in the United States with the aim of helping investors with their investment decisions.*
For a full presentation and description of the project access the Modeling US Housing prices pdf file in the data files section above
## Project Outline
Data exploration and analysis
Feature engineering and data preprocessing
Model development and training
Model perfomance and evaluation
Model prediction
## Documentation
[Data source](https://www.redfin.com/news/data-center/)
[Metadata](https://docs.google.com/spreadsheets/d/1YNT5VfZTwSnUK7nqGAPGZUqOVBbsIC_M1vTgYCCLtVg/edit#gid=635767466)
[Pending sales dashboard](https://public.tableau.com/profile/maxwell.boafo#!/vizhome/Homesalesprices/pendingsales?publish=yes)
[Family home values dashboard](https://public.tableau.com/app/profile/maxwell.boafo/viz/Familyhomevalues/zipcode)
[Home sales prices dashboard](https://public.tableau.com/app/profile/maxwell.boafo/viz/Homesalesprices/salespricedist_)
## Installation
The libraries used for the project include the following
```
pandas
numpy
matplotlib
seaborn
statsmodel
keras
tensorflow
facebook prophet
```
