Topic labeling is a machine learning technique used to categorize vast amounts of text data by assigning tags based on themes, facilitating analysis such as sentiment assessment. It has various applications including social media monitoring, customer support, and brand management, enabling businesses to understand customer sentiment and respond efficiently. The Bytesview tool automates document classification, helping organizations manage large volumes of unstructured data with accuracy.