Bengaluru Home Price Prediction

This project predicts the price of homes in Bengaluru using a machine learning model. It includes a Flask server for handling API requests and a simple HTML frontend for user interaction.

Project Overview

This project is designed to help users estimate the price of homes in various locations in Bengaluru based on several input features. During the model-building process, the project covers a wide range of data science concepts and techniques, such as:

Data loading and cleaning
Outlier detection and removal
Feature engineering
Dimensionality reduction
GridSearchCV for hyperparameter tuning
K-Fold cross-validation

Technologies and Tools Used

Programming Languages: Python, JavaScript
Frameworks: Flask
Libraries:
- For Data Science: numpy, scikit-learn
- For Data Visualization: matplotlib
- For Frontend: jQuery
Others: HTML, CSS

Application Structure

Bengaluru-Home-Price-Prediction/
├── model/
│   ├── bengaluru_house_prices_model.pickle
│   ├── bengaluru_house_prices.ipynb
│   └── columns.json
├── client/
│   ├── app.html
│   ├── app.css
│   ├── app.js
│   └── bunglow.jpg
├── server/
│   ├── artifacts/
│   │   ├── bengaluru_house_prices_model.pickle
│   │   └── columns.json
|   ├── app.py
|   └── util.py
└── bengaluru_house_prices.csv

Key Features

Flask API: Provides endpoints to get location names and predict home prices.
Frontend Interface: HTML page for user inputs and displaying the estimated price.
Machine Learning Model: Predicts home prices based on location, square feet area, number of BHKs, and number of bathrooms.

How to Use

Clone the repository:

git clone https://github.com/yourusername/bengaluru-home-price-prediction.git
cd bengaluru-home-price-prediction

Install dependencies:
```
pip install -r requirements.txt
```
Run the Flask server:
```
cd server
python app.py
```
Open the application in your browser: Navigate to http://127.0.0.1:5000/ to interact with the application.

API Endpoints

Get Location Names: /get-location-names (GET)
Predict Home Price: /predict-home-price (POST)

Neem-Sheth / Bengaluru-House-Prices-Prediction