Director of Engineering - AI

LinkedIn

Write a function that finds the union of multiple sets. Your function should take a list of sets as input and return a new set containing all unique elements from all input sets. For example, given the following sets: set1 = {1, 2, 3} set2 = {3, 4, 5} set3 = {5, 6, 7} Your function should return a set containing {1, 2, 3, 4, 5, 6, 7}. Here's another example: set1 = {10, 20} set2 = {20, 30, 40} set3 = { } Your function should return a set containing {10, 20, 30, 40}. Consider edge cases such as empty sets, sets with duplicate elements, and a large number of input sets. Ensure your solution is efficient, particularly when dealing with a substantial number of elements across the input sets. How would you optimize for space complexity if memory is constrained? Discuss the time and space complexity of your solution.

LinkedIn

Let's design the LinkedIn feed. Consider the user experience, key features, scalability, and personalization aspects. For instance, how would you prioritize content from connections versus suggested content? How would you handle different content types like text, images, videos, and articles? How do you design a system to ensure that the feed remains responsive even with millions of active users? How would you personalize the feed to show users content they are most likely interested in, and what data would you use to achieve this personalization? Finally, how would you prevent the spread of misinformation or harmful content within the feed?

LinkedIn

Describe a time you dealt with conflict. To provide a comprehensive answer, please consider the following aspects: The Situation: Clearly describe the situation where the conflict arose. What were the circumstances? Who was involved? The Conflict: What was the specific nature of the conflict? What were the differing opinions, goals, or perspectives that led to the disagreement? Be specific about the core issues. Your Role: What role did you play in the situation? Were you a direct participant in the conflict, or were you mediating between others? Your Actions: What specific steps did you take to address and resolve the conflict? This might include communication strategies, negotiation tactics, compromise, or problem-solving approaches. Provide concrete examples of your actions and dialogue. The Outcome: What was the result of your efforts? Was the conflict resolved successfully? What were the specific outcomes, and how did they impact the team, project, or organization? If the conflict wasn't fully resolved, what were the remaining challenges? Lessons Learned: What did you learn from this experience? How has it influenced your approach to conflict resolution in subsequent situations? What would you do differently if faced with a similar conflict in the future? For example, you could describe a conflict with a coworker over project priorities, a disagreement with a client about project scope, or a conflict within a team about different approaches to solving a technical problem. Detail the situation, your actions, and the ultimate resolution (or lack thereof), focusing on the skills you employed to navigate the disagreement.