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🏠 House Rent Prediction - Machine Learning Model

πŸ“Œ Project Overview

A Machine Learning model to predict house rent based on Size, BHK, and Bathrooms using Linear Regression.

πŸ› οΈ Tech Stack

  • Python, Pandas, NumPy
  • Scikit-learn (Linear Regression)
  • Matplotlib, Seaborn (EDA & Visualization)

πŸ“Š What's Inside

  • Exploratory Data Analysis (EDA)
  • Correlation Heatmap
  • Model Training & Evaluation (MAE, MSE, RΒ²)
  • Actual vs Predicted Visualization
  • Custom Rent Prediction

πŸ“ Files

File Description
.ipynb Jupyter Notebook (source code)
.html Rendered HTML version
.pdf PDF version for quick viewing

πŸ‘€ Author

Nishant Shaileshkumar Trivedi

About

🏠 Built a House Rent Prediction ML Model β€” here's what I learned Most people guess rent. I built a model that predicts it. πŸ“Š What I did: β†’ Performed full EDA on a real rental dataset β†’ Built & trained a Linear Regression model β†’ Evaluated with MAE, MSE & RΒ² Score β†’ Predicted rent for custom inputs (1200 sqft, 2BHK)

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