https://github.com/codeasarjun/house_price_prediction
This tool utilizes Python, Flask, and Linear Regression to predict house prices based on housing data from Kaggle. Whether you're a real estate enthusiast or just curious about predicting house prices, it provides an intuitive interface to explore and predict potential prices.
https://github.com/codeasarjun/house_price_prediction
end-to-end-machine-learning end-to-end-project flask house-price-analysis house-price-prediction linear-regression machine-learning machine-learning-algorithms pkl predictive-modeling price-prediction regression supervised-machine-learning ui
Last synced: 6 months ago
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This tool utilizes Python, Flask, and Linear Regression to predict house prices based on housing data from Kaggle. Whether you're a real estate enthusiast or just curious about predicting house prices, it provides an intuitive interface to explore and predict potential prices.
- Host: GitHub
- URL: https://github.com/codeasarjun/house_price_prediction
- Owner: codeasarjun
- Created: 2023-05-14T05:51:39.000Z (almost 3 years ago)
- Default Branch: main
- Last Pushed: 2024-08-07T09:53:08.000Z (over 1 year ago)
- Last Synced: 2025-01-22T17:15:03.569Z (about 1 year ago)
- Topics: end-to-end-machine-learning, end-to-end-project, flask, house-price-analysis, house-price-prediction, linear-regression, machine-learning, machine-learning-algorithms, pkl, predictive-modeling, price-prediction, regression, supervised-machine-learning, ui
- Language: Python
- Homepage:
- Size: 50.8 KB
- Stars: 0
- Watchers: 1
- Forks: 0
- Open Issues: 0
-
Metadata Files:
- Readme: README.md
Awesome Lists containing this project
README
# 🏠 House Price Prediction
This project utilizes Python 🐍, Flask 🌐, and Linear Regression 📈 to predict house prices based on housing data from Kaggle. Whether you're a real estate enthusiast or just curious about predicting house prices, this tool provides an intuitive interface to explore and predict potential prices.
## Table of Contents
1. [Tech Stacks](#what-is-flask?)
2. [How to Use](#how-to-use)
## What is Flask?
Flask is a lightweight web application framework for Python. It's known for its simplicity and flexibility, making it a popular choice for building web applications, including those with machine learning models like our House Price Prediction tool.
# What is Linear Regression? 📉
Linear Regression is a fundamental statistical method used to model the relationship between a dependent variable and one or more independent variables. In the context of this project, Linear Regression is employed to predict house prices based on various features provided in the housing dataset.
# About the Dataset 📊
The dataset used in this project, house_data.csv, sourced from Kaggle, contains information about various factors that influence housing prices.
It includes features such as , number of bedrooms, number of bathrooms, floors, and more. These features are utilized by the Linear Regression model to predict house prices.
## How to Use
To get started with House Price Prediction:
Clone this repository to your local machine.
Install Dependencies
Run the Application
**python app.py**
