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House-price-prediction

A machine learning project that predicts house prices based on various features using data analysis and regression models.

Features

  • ๐Ÿงน Data Cleaning and Preprocessing
  • ๐Ÿ“Š Exploratory Data Analysis (EDA)
  • ๐Ÿ› ๏ธ Feature Engineering
  • ๐Ÿ“ˆ Model Training using Linear Regression
  • โœ… Evaluation using Rยฒ Score, MAE, and MSE
  • ๐Ÿ“’ Jupyter Notebook with visualizations and explanations

๐Ÿ› ๏ธ Built With

Python

NumPy

Pandas

Matplotlib

Seaborn

Scikit-Learn

Jupyter Notebook

๐Ÿ“ฆ Requirements

  • numpy==1.24.4
  • pandas==2.0.3
  • matplotlib==3.7.2
  • seaborn==0.12.2
  • scikit-learn==1.3.0
  • jupyter==1.0.0

License

This project is licensed under the MIT License - see the LICENSE file for details.

Acknowledgments

  • Inspired by real estate price prediction challenges.
  • Thanks to the open-source community for tools and data science resources.

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A machine learning project that predicts house prices based on various features using data analysis and regression models.

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