Neural networks are transforming stock prediction strategies through advanced technology.Investors are utilizing deep learning models to analyze stock trends for more accurate predictions and improved market timing.The application of LSTM and GNN models are gaining traction in stock prediction.These advancements offer investors a smarter way to navigate the financial markets.