Stock Sense: Nifty 50 Stock Prediction | Machine Learning Dashboard | Real-Time Stock Analysis

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📊 Stock Sense - An advanced stock market prediction and analysis dashboard using machine learning models for Nifty 50 index forecasting with real-time data visualization!

This project features:
✅ Dual ML models for daily and 1-minute predictions
✅ Real-time Nifty 50 stock data fetching using yfinance
✅ Interactive Dash dashboard with Plotly visualizations
✅ Historical data analysis and trend prediction
✅ Machine learning model deployment
✅ Beautiful data visualizations
✅ Stock price forecasting

Technologies Used:
- Dash (Python Web Framework)
- Plotly (Interactive Visualizations)
- yfinance (Stock Data API)
- Scikit-learn (Machine Learning)
- Joblib (Model Serialization)
- Pandas & NumPy (Data Processing)
- Bootstrap Components

Key Features:
📈 Real-time stock data fetching
🤖 ML-based price prediction
📊 Interactive charts and graphs
⏱️ Dual prediction models (daily & 1-minute)
📉 Trend analysis and visualization
🎯 Nifty 50 index forecasting
💹 Historical data analysis
📱 Responsive dashboard design

Perfect for:
- Stock market enthusiasts
- Data scientists
- Financial analysts
- Machine learning practitioners
- Trading system developers

Project Includes:
- Trained ML models (best_model.pkl)
- Daily prediction model
- 1-minute prediction model
- Dash web application
- Real-time data integration
- Interactive visualizations
- Model training pipeline

Model Features:
- High accuracy predictions
- Multiple time frame support
- Real-time data updates
- Historical trend analysis
- Price forecasting

Use Cases:
- Stock market analysis
- Trading decision support
- Price trend prediction
- Market research
- Investment analysis

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Видео Stock Sense: Nifty 50 Stock Prediction | Machine Learning Dashboard | Real-Time Stock Analysis канала Project Mart - Project Service