An algorithm in software applications is a defined set of rules or instructions that process data to perform specific tasks. Its primary function is to provide a systematic approach to solving problems or executing functions, enabling applications to process input, make decisions, and produce desired output efficiently. In various domains, including machine learning, algorithms play a crucial role in analyzing data patterns and optimizing performance.