With the rapid growth of cryptocurrency markets and the widespread adoption of artificial intelligence technologies, neural networks have become a critical tool for predicting cryptocurrency prices. Short-term price movements in cryptocurrencies are highly volatile, and forecasting them requires advanced machine learning techniques, such as neural networks.