main stocks models

README.md

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----
-license: mit
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+# 📈 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

scaler_1h.joblib

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stock_model_daily.joblib

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