A tree is a hierarchical data structure composed of nodes and edges, with specific terminology such as root, parent, and leaf nodes. The document explains binary trees, including binary search trees (BSTs), which allow for efficient insertion, deletion, and searching of nodes based on their values. It outlines the structure and properties of trees and provides algorithms for inserting and searching elements within a BST.