Classification is a process in data analysis and machine learning where items are categorized into predefined classes or labels based on their features. This technique is commonly used in various fields, including finance, Biology, and marketing, to predict outcomes and make decisions. Algorithms such as decision trees, support vector machines, and neural networks are often employed to perform classification tasks. The goal is to accurately assign new data points to one of the established categories based on the learned patterns from existing data.