| title: AI Stock Prediction System | |
| emoji: 📈 | |
| colorFrom: blue | |
| colorTo: green | |
| sdk: docker | |
| pinned: false | |
| app_port: 7860 | |
| # 📈 AI Stock Prediction & Analysis System | |
| An End-to-End Machine Learning System for predicting stock prices and analyzing market regimes. | |
| ## 🚀 Features | |
| * **Ensemble Models:** Combines Linear Regression, Random Forest, and SVM for robust predictions. | |
| * **Live Data:** Fetches real-time price data from Alpha Vantage. | |
| * **Market Analysis:** Unsupervised Learning (Clustering & PCA) to detect market volatility regimes. | |
| * **Automated Pipeline:** Built with Prefect for orchestration and GitHub Actions for CI/CD. | |
| ## 🛠️ Tech Stack | |
| * **Frontend:** Streamlit | |
| * **Backend:** FastAPI / Prefect | |
| * **ML:** Scikit-Learn, Pandas, Numpy | |
| * **DevOps:** Docker, GitHub Actions | |
| ## 📊 How to Use | |
| 1. Select a stock from the sidebar (e.g., AAPL, NVDA). | |
| 2. View the Real-Time Metrics and AI Predictions. | |
| 3. Switch tabs to explore the "Market Regime" visualization. | |