Graph coloring is the process of assigning colors to vertices in a graph such that no two adjacent vertices share the same color, with the chromatic number representing the minimum colors needed for proper coloring. The document discusses the backtracking algorithm for coloring graphs and highlights its NP-completeness, noting the lack of efficient algorithms for minimizing color usage. Practical applications of graph coloring include scheduling tasks, solving Sudoku puzzles, and map coloring.