📈 AI Stock Insights

AI Stock Insights is an interactive web application for exploring stock market data, analyzing technical indicators, and making short-term predictions using machine learning models. Built with Python, Streamlit, and scikit-learn, this app is designed for investors, analysts, and enthusiasts who want AI-driven insights on stock prices.

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🌟 Features

1. Stock Data Fetching

   • Fetch historical OHLCV (Open, High, Low, Close, Volume) data from Yahoo Finance.
   • Supports multiple tickers at once (AAPL, MSFT, GOOG, etc.).
   • Adjustable data periods: 6 months, 1 year, 2 years, 5 years.

2. Technical Indicators

   • Simple Moving Averages: MA10, MA20, MA50
   • Moving Average Difference: MA_diff
   • Returns: Return1, Return3
   • Momentum: Momentum5
   • Volatility: Volatility20
   • Bollinger Bands: BB_Upper, BB_Lower
   • RSI: RSI14
   • ATR: ATR14
   • Volume Change: Volume_Change

3. Interactive Charts

   • Price charts with moving averages & Bollinger Bands.
   • RSI charts for trend analysis.
   • Supports multiple tickers on the same chart.

4. Machine Learning Predictions

   • Predict next-day or multi-day ahead stock closing prices.
   • Models: Random Forest, Gradient Boosting, Linear Regression.
   • Metrics: RMSE, MAE, R², Directional Accuracy.
   • Feature importance visualization.
   • Downloadable CSV of predictions.

5. Uncertainty Estimation

   • For Random Forest: approximate standard deviation of predicted prices.

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🚀 Live Demo

Open AI Stock Insights in Streamlit

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🛠 Installation & Local Setup

1. Clone the repository:

git clone https://github.com/Devarsh05/AI-Stock-Insights.git
cd AI-Stock-Insights/src