The presentation by Dyuti Islam covers the fundamentals of graphs and trees as data structures, delineating types such as linear and non-linear structures. It defines graphs in computer science as a set of nodes and edges, Classifying them into directed, undirected, weighted, and unweighted types, as well as discussing tree structures including binary trees and their traversal methods. The document also touches upon graph coloring and resources for further reading.