mertcan93/stock_models

📈 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

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

# 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