Traditional methods in finance typically involve manual analysis of data and the use of pre-defined rules and models to make decisions. Machine learning, on the other hand, uses algorithms to identify patterns and connections in large datasets automatically. Machine learning can be particularly useful for analyzing complex data and making predictions.