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Introduction to Top K Elements

Explore the Top K elements pattern to efficiently find subsets like the largest or smallest elements using min or max heaps. Understand how to reduce sorting overhead and solve problems like frequency sorting and cost optimization. This lesson equips you with skills to handle common coding challenges involving unsorted data and subset selection.

About the pattern

The top k elements pattern is an important technique in coding that helps us efficiently find a specific number of elements, known as kk, from a set of data. This is particularly useful when we’re tasked with identifying the largest, smallest, or most/least frequent elements within an unsorted collection.

To solve tasks like these, one might think to sort the entire collection first, which takes O(nlog(n))O(n \log(n)) time, and then select the top k elements, taking additional ...