Car Price Prediction System

🚀 SnapFolio – Car Price Prediction System is a cutting-edge AI-powered web application designed to estimate car prices based on key vehicle attributes. This project combines the power of machine learning, Flask, and data analysis to provide users with a reliable tool for car valuation. Whether you’re a car buyer, seller, or dealer, SnapFolio helps in making data-driven pricing decisions with ease.

🌟 Key Features:
✅ Accurate Price Prediction – Uses machine learning models trained on real-world car data to provide precise price estimates.
✅ User-Friendly Web Interface – Built with HTML, CSS, and Bootstrap, ensuring a modern, responsive, and easy-to-use design.
✅ Flask-Powered Backend – A lightweight yet powerful framework to handle API requests and process data efficiently.
✅ Data Analysis by SnapFolio – Implements statistical modeling, feature engineering, and data visualization for better insights.
✅ Interactive Input Form – Users can enter car details like brand, model, year, mileage, fuel type, and transmission to get an estimated market value.
✅ Scalable & Fast – Optimized for speed and performance, making real-time predictions effortless.

🔍 How It Works:
1️⃣ User Input: The user enters details such as car brand, model, manufacturing year, mileage, fuel type, and other parameters.
2️⃣ Data Preprocessing: The system cleans, transforms, and applies one-hot encoding for categorical variables.
3️⃣ Machine Learning Model: A pre-trained Linear Regression / Random Forest model analyzes the input data.
4️⃣ Prediction & Output: The system displays an estimated car price based on historical data and market trends.

🛠️ Tech Stack Used:
Frontend: HTML, CSS, Bootstrap
Backend: Flask (Python)
Machine Learning: Scikit-learn (Linear Regression, Decision Trees, Random Forest)
Data Processing: Pandas, NumPy, Matplotlib, Seaborn
Database (if applicable): SQLite / PostgreSQL
🎯 Why Use SnapFolio’s Car Price Prediction?
✔️ Helps buyers determine the fair price before purchasing a car.
✔️ Supports sellers in setting the right price for their vehicle.
✔️ Assists dealerships in evaluating car resale values.
✔️ Uses real-world data analysis for accurate market predictions.

SnapFolio brings a data-driven approach to car valuation, making it easier than ever to get the best deals in the automotive market! 🚗💨