README.md

metadata

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.