This study explores the use of sentiment analysis and machine learning models to predict the market trends of meme coins. By analyzing social media sentiment and financial metrics, the research achieved a 74% accuracy rate in forecasting both bullish and bearish market movements. Despite these promising results, challenges such as fluctuating sentiment and the quality of data persist. Future studies should aim to incorporate a broader range of data sources and advanced machine learning techniques to improve the precision of predictions.