Stock prices are hard to predict accurately due to various factors like inflation and demand. Different methods have been tried, but none are consistently reliable. This study used a type of machine learning called Long Short-term Memory (LSTM) to forecast stock prices. LSTM was found to be effective in predicting stock prices and returns. While stock prices can never be predicted with complete certainty, this research shows that LSTM can be a useful tool for forecasting stock prices.