Indian Used Car Price Prediction

📌 Project Overview

This project predicts the price of used cars in India based on various factors such as brand, model, year, fuel type, transmission, mileage, and more. The aim is to help buyers and sellers estimate fair market prices using machine learning techniques.

🚀 Features

• Data cleaning and preprocessing
• Exploratory data analysis (EDA) to understand pricing trends
• Feature selection and engineering
• Machine learning model training and evaluation
• Model deployment for real-world predictions

🛠 Tech Stack

• Python
• Pandas, NumPy
• Scikit-learn
• Matplotlib, Seaborn
• Jupyter Notebook

📂 Dataset

The dataset consists of used car listings with attributes such as:

• Car Brand & Model
• Manufacturing Year
• Fuel Type (Petrol, Diesel, CNG, Electric, etc.)
• Transmission Type (Manual, Automatic)
• Mileage & Engine Capacity
• Owner Type (First, Second, Third Owner)
• Selling Price (Target variable)

💊 Machine Learning Models Used

• Linear Regression
• Decision Tree Regressor
• Random Forest Regressor
• XGBoost Regressor

🔥 Results

The models are evaluated based on RMSE, MAE, and R-squared values. Random Forest and XGBoost provide the best predictions for used car prices.

📁 Repository Structure

📂 Indian-Used-Car-Price-Prediction
🌍-- 📂 data (Dataset & processed data)
🌍-- 📂 notebooks (Jupyter Notebooks)
🌍-- 📂 models (Trained models)
🌍-- 📂 images (Code and Results Screenshots)
🌍-- 📄 README.md (Project documentation)

🖼 Code and Results

Include images of code and results in the images folder. Example:

🐝 How to Run the Project

1. Clone the repository:

   git clone https://github.com/rohitinu6/Indian-Used-Car-Price-Prediction.git

2. Navigate to the project folder:

   cd Indian-Used-Car-Price-Prediction

3. Install dependencies:

   pip install -r requirements.txt

4. Run the Jupyter Notebook or Python scripts to train and test models.

🛠 Links

• GitHub Repository: Indian Used Car Price Prediction
• Portfolio: Rohit Dubey
• GitHub Profile: rohitinu6
• LinkedIn: Rohit Dubey
• Twitter/X: @rohitdubey003

🛣 Tags

Machine Learning Car Price Prediction Used Cars Regression Data Science Python EDA

📝 License

This project is licensed under the MIT License.

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💡 For any queries or collaboration opportunities, feel free to connect! 🚀