AI/ML Engineering Manager - Feed AI

LinkedIn

You are given a string s and a dictionary wordDict containing a list of words. Determine if s can be segmented into a space-separated sequence of one or more dictionary words. You may reuse words in the dictionary. Solve this using backtracking. For example: Input:** s = leetcode, wordDict = [leet, code] Output: true (because leetcode can be segmented as leet code) Input:** s = applepenapple, wordDict = [apple, pen] Output: true (because applepenapple can be segmented as apple pen apple) Input:** s = catsandog, wordDict = [cats, dog, sand, and, cat] Output: false Implement a function wordBreak(s, wordDict) that takes the string s and the dictionary wordDict as input and returns true if s can be segmented into a space-separated sequence of dictionary words, and false otherwise. Explain the backtracking approach you employed, including the base cases and recursive steps. Focus on the efficiency of your solution and potential optimizations. For instance, can you improve performance by using memoization to store the results of subproblems? Analyze the time and space complexity of your solution, considering both the backtracking approach and any optimizations you might introduce. What are the limitations of using a pure backtracking strategy for this problem, especially with very long input strings? Explore how dynamic programming could be used as an alternative approach and discuss its advantages in terms of performance and scalability.

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.