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---
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.
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