The Data Structures course covers essential concepts like arrays, linked lists, stacks, queues, trees, graphs, and hash tables. Students will learn how to implement and use these structures effectively to optimize algorithm performance and solve complex computational problems, forming a strong foundation for advanced computer science topics.