---
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.