House Price Prediction Project

🏡 About The Project

This project aims to predict house prices using advanced regression techniques. By leveraging various features and data points, we strive to build a robust model for accurate price predictions.

🚀 Project Highlights

• Data Preprocessing: Handling missing values and outliers
• Feature Scaling: Applying normalization and standardization for improved performance
• Model Selection: Testing various algorithms to identify the best-performing model
• Data Visualization: Creating insightful visualizations for better understanding
• Model Evaluation: Assessing model performance using various metrics

📊 Project Details

Data Set Description

The dataset comprises various features related to residential properties, including size, location, amenities, and other relevant factors. It encompasses a diverse range of housing prices and related attributes.

Project Steps

1. Data Exploration and Preprocessing:

   • Identifying and handling missing values and outliers
   • Feature engineering for enhanced data representation

2. Model Building and Evaluation:

   • Trying out different regression techniques
   • Evaluating model performance and selecting the best model

3. Data Visualization:

   • Creating insightful visualizations to understand the data better
   • Analyzing trends and patterns in the dataset

🛠️ Technologies Used

• Python
• Pandas
• NumPy
• Matplotlib
• Seaborn
• Scikit-learn

📋 Installation

1. Clone the repository

   git clone https://github.com/ThecoderPinar/House-Price-Prediction-Project.git

2. Install required packages

   pip install -r requirements.txt
   

🤝 Contributing

Contributions are what make the open-source community such an amazing place to learn, inspire, and create. Any contributions you make are greatly appreciated.

Fork the Project

• Create your Feature Branch (git checkout -b feature/House-Price-Prediction-Projec)
• Commit your Changes (git commit -m 'Add some House-Price-Prediction-Project')
• Push to the Branch (git push origin feature/House-Price-Prediction-Project)
• Open a Pull Request

📝 License

Distributed under the MIT License. See LICENSE for more information.

📞 Contact

Your Name - Your Email

• Pınar Topuz
• piinartp@gmail.com

Project Link: https://github.com/ThecoderPinar/House-Price-Prediction-Project