https://github.com/milind-ranjan/bitpredictor
https://github.com/milind-ranjan/bitpredictor
Last synced: 13 days ago
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- Host: GitHub
- URL: https://github.com/milind-ranjan/bitpredictor
- Owner: Milind-Ranjan
- Created: 2024-08-22T18:07:00.000Z (almost 2 years ago)
- Default Branch: main
- Last Pushed: 2025-06-21T19:44:09.000Z (12 months ago)
- Last Synced: 2025-06-21T20:30:32.336Z (12 months ago)
- Language: Jupyter Notebook
- Homepage:
- Size: 1020 KB
- Stars: 0
- Watchers: 1
- Forks: 0
- Open Issues: 0
-
Metadata Files:
- Readme: README.md
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README
# ₿ BitPredictor
A machine learning-powered Bitcoin price prediction tool with an interactive web dashboard.
## 🚀 Quick Start
1. **Clone and Setup**
```bash
git clone
cd BitPredictor
python3 -m venv venv
source venv/bin/activate # On Windows: venv\Scripts\activate
pip install -r requirements.txt
```
2. **Run the Dashboard**
```bash
streamlit run dashboard.py
```
3. **Train and Predict**
- Adjust model parameters in the sidebar
- Click "🚀 Train Model" to start training
- View predictions and performance metrics
## 📊 Demo
### Dashboard Overview
### Model Training & Results
## 🛠️ Features
- **Interactive Dashboard**: Real-time Bitcoin price visualization
- **Customizable Models**: Adjust window size, prediction horizon, and training epochs
- **Performance Metrics**: MAE, RMSE, MAPE evaluation
- **Visual Analysis**: Compare predictions vs actual prices
- **Historical Data**: Automatic Bitcoin price data download
## 📈 Model Architecture
- **Input**: Historical price windows (customizable size)
- **Architecture**: Dense neural network with ReLU activation
- **Output**: Multi-day price predictions
- **Framework**: TensorFlow/Keras
## 🔧 Alternative Usage
Run the standalone model script:
```bash
python model.py
```
## 📋 Requirements
- Python 3.8+
- TensorFlow
- Streamlit
- Pandas, NumPy, Matplotlib, Plotly