Machine learning in agriculture enhances efficiency and productivity by employing data-driven techniques to optimize farming practices, from crop management to predictive analytics for yield forecasting. It revolutionizes traditional agriculture by enabling precise decision-making, improving resource allocation, and reducing environmental impact.