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Introduction to Top K Elements

Explore the top K elements pattern to efficiently identify specific subsets in unsorted data using heaps. Learn to apply min and max heaps to find largest or smallest elements, optimize time complexity, and recognize suitable problem scenarios, enhancing problem-solving skills for coding interviews.

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 O ...