Machine learning plays a crucial role in big data analytics by enabling systems to learn from and make predictions based on vast amounts of data. It employs algorithms that identify patterns and trends, allowing organizations to extract valuable insights without explicit programming. This capability enhances decision-making processes, optimizes operations, and drives innovation across various sectors, leveraging data to inform strategies and improve overall performance.