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Introduction to Top K Elements

Explore the top K elements pattern to efficiently identify the largest or smallest elements from unsorted data by using min heaps or max heaps. Understand how this technique reduces sorting time and apply it to real-world problems like ride-sharing, financial analysis, and trending topics. Learn when and how to implement this pattern for optimized coding interview solutions.

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 ...