Intermediate

Heap & Priority Queue Interview Problems

Heaps (priority queues) are essential for problems that require efficiently finding or tracking the minimum or maximum element in a changing collection. They appear in top-K element problems, median maintenance, task scheduling, and graph algorithms like Dijkstra's.

Why Heaps & Priority Queues Problems Matter

Heaps solve a class of problems that neither sorting nor simple hash maps can handle efficiently — streaming data, dynamic top-K tracking, and greedy algorithms that always pick the optimal next step. They're a key tool for hard interview problems.

Key Patterns to Master

Top K Elements

Two Heaps (Min + Max)

K-Way Merge

Sliding Window Maximum

Task Scheduling

Example Problems You'll Practice

1 Kth Largest Element in Array
2 Find Median from Data Stream
3 Merge K Sorted Lists
4 Top K Frequent Elements
5 Task Scheduler

Interview Tip

Use a min-heap of size K to find the top-K largest elements — at the end, the heap contains the K largest. For finding the median in a stream, maintain a max-heap for the lower half and a min-heap for the upper half, keeping them balanced. Python's heapq is a min-heap by default — negate values for max-heap behavior.

How Yeetcode Helps You Master Heaps & Priority Queues

Step-by-Step Guidance

Every heaps & priority queues problem includes a 4-step framework: Approach, Algorithm, Complexity, and Results. Build understanding, not memorization.

Practice on Your Phone

Practice heaps & priority queues problems during your commute, lunch break, or any spare 10 minutes. Mobile-first design makes it effortless.

14 Programming Languages

Practice in Python, Java, JavaScript, C++, Go, and 9 other languages. Use whatever you'll code in during the actual interview.

Track Your Progress

See which heaps & priority queues patterns you've mastered and where you need more practice. Stay motivated with achievement tracking.

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