This project applies deep learning to financial trading by combining popular technical analysis indicators (MACD, RSI, Stochastic) with a Transformer Encoder network to identify trading opportunities. Users interact with a Streamlit-based dashboard to analyze stocks and cryptocurrency in real-time, while the underlying model learns temporal price patterns to suggest optimal trading actions.