# 📈 Stock & Crypto Prediction Models

This repository contains machine learning models trained for stock and cryptocurrency price prediction.

## 📁 Models

### 🪙 Cryptocurrency Models
- **stock_model_crypto_5m.joblib** - 5-minute price prediction model for cryptocurrencies
- **scaler_crypto_5m.joblib** - Data preprocessing scaler for crypto model

### 📊 Stock Models
- **stock_model_daily.joblib** - Daily price prediction model for stocks
- **scaler_daily.joblib** - Data preprocessing scaler for daily model
- **stock_model_1h.joblib** - 1-hour price prediction model for stocks
- **scaler_1h.joblib** - Data preprocessing scaler for hourly model

## 🔧 Usage

### Loading Models
```python
import joblib
import numpy as np

# Crypto 5-minute model
crypto_model = joblib.load('stock_model_crypto_5m.joblib')
crypto_scaler = joblib.load('scaler_crypto_5m.joblib')

# Stock daily model
daily_model = joblib.load('stock_model_daily.joblib')
daily_scaler = joblib.load('scaler_daily.joblib')

# Stock hourly model
hourly_model = joblib.load('stock_model_1h.joblib')
hourly_scaler = joblib.load('scaler_1h.joblib')
```

### Making Predictions
```python
# Normalize data with scaler
scaled_data = crypto_scaler.transform(your_crypto_data)

# Make prediction
prediction = crypto_model.predict(scaled_data)
```

## 📋 Model Specifications

| Model | Timeframe | Asset Type | Use Case |
|-------|-----------|------------|----------|
| stock_model_crypto_5m | 5 minutes | Cryptocurrencies | Short-term crypto prediction |
| stock_model_daily | Daily | Stocks | Long-term stock prediction |
| stock_model_1h | 1 hour | Stocks | Medium-term stock prediction |

## ⚠️ Important Notes

- Models are trained based on historical data
- Not investment advice
- Preprocess your data appropriately before use
- Each model must be used with its corresponding scaler

## 📄 License

MIT License - see .gitattributes file for details