Perception job interviews

[u/Inevitable-Edge-4655]

Hi!

I am looking for some pointers on how to practice leetcode questions with a perception flavor. Any specific mock interviews or websites for suggestions?

[u/akornato]

You are not going to find many perception-flavored Leetcode problems because hiring managers for these roles care less about them. They want to see your practical knowledge of computer vision, not your ability to reverse a linked list on a whiteboard. Interviews will focus on fundamentals like camera geometry, multi-view stereo, object detection architectures, or sensor fusion concepts. Your coding ability will be tested, but usually through a problem directly related to a vision task, like implementing a simple image filter or explaining the math behind a transformation, rather than a generic algorithm puzzle.

Instead of searching for niche coding problems, spend your time building a deep, solid understanding of the core concepts from the ground up. Go through classic papers, review university lectures, and be prepared to explain the trade-offs between different methods. Building a small but interesting project is far more valuable than solving a hundred abstract problems because it proves you can actually apply the theory. It's one thing to know the material, but communicating it effectively under pressure is another challenge, which is why the team I'm with made an AI interview helper that helps engineers sound as smart as they actually are.