Topological data analysis (TDA) is a technique that uses concepts from topology to analyze complex data and find patterns and structures that are not apparent at first glance. This technique is based on constructing a simplicial complex composed of a collection of simple geometric objects called simplices. The topology of this complex is used to analyze and visualize the relationships between the data.