Algorithm Class in KPHB, Hyderabad offers training in data structures and algorithms, targeting interview preparation through solving numerous related problems. The curriculum covers arrays, linked lists, stacks, queues, trees, and sorting algorithms, while also integrating advanced topics such as dynamic programming and graph theory. Learners enhance their programming skills by mastering the selection of appropriate data structures for problem-solving.