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An AI-powered system for dynamic car price prediction, trend analysis, and automated updates. It includes data processing, ML-based price prediction, an API for real-time queries, SQL database integration, and automated email reports.

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Arman001/AutoPrice-AI

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🚀 AutoPrice AI

An AI-powered system for dynamic car price prediction, trend analysis, and automated updates. This project includes data processing, machine learning-based price prediction, an API for real-time queries, SQL database integration, and automated email reports.

📌 Features

  • Data Cleaning & Processing: Prepares used car price data for accurate predictions.
  • ML-based Price Prediction: Uses regression models (XGBoost, Random Forest, etc.).
  • REST API: Provides real-time price predictions via FastAPI/Flask.
  • Automated Updates: Periodic price recalculations using scheduled scripts.
  • SQL Database Integration: Stores price history for trend analysis.
  • Email Reporting System: Sends weekly reports with market insights.

🔧 Tech Stack (Possibilities)

  • Languages: Python
  • Machine Learning: Scikit-learn, XGBoost, Pandas
  • Backend API: Flask / FastAPI
  • Database: PostgreSQL / MySQL
  • Deployment: AWS / Render / Vercel

📂 Project Structure

📦 predictive-pricing-automation
├── 📁 data               # Dataset & preprocessing scripts
├── 📁 models             # Trained machine learning models
├── 📁 api                # API implementation (Flask/FastAPI)
├── 📁 reports            # Generated reports & visualizations
├── src/
│   ├── preprocess.py     # Data cleaning & feature engineering
│   ├── train.py          # Model training script
│   ├── predict.py        # Price prediction logic
│   ├── api.py            # API server script
│   ├── email_report.py   # Automated email sender
│   └── config.py         # Configuration settings
└── README.md             # Project documentation

✅ Phase Tracking

Phase Description Status
Phase 1 Define the Problem & Gather Data ✅ Completed
Phase 2 Model Development & Training ✅ Completed
Phase 3 Automation & Backend Development 🔲 In Progress
Phase 4 Email Reporting System 🔲 Not Started
Phase 5 Testing & Optimization 🔲 Not Started
Phase 6 Deployment & Finalization 🔲 Not Started

📜 License

This project is licensed under the MIT License.


Developed by Muhammad Saad | AutoPrice AI

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An AI-powered system for dynamic car price prediction, trend analysis, and automated updates. It includes data processing, ML-based price prediction, an API for real-time queries, SQL database integration, and automated email reports.

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