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Meta·Machine Learning Engineer·Technical Phone Screen·Senior

Senior
May 2026

Summary

Meta ML engineer coding round, just the one question about string manipulation. Pretty standard but the edge cases will get you if you're not careful.

Questions Asked (1)

Q1

Given a string containing parentheses, write a function that removes the fewest characters possible to make the parentheses balanced.

Algorithms & Data Structures
Author's notes

My first instinct was to reach for a stack and just track unmatched opens and closes separately.

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AI HintsAI Generated

Suggested Approach

Clarify that the goal is to remove the minimum number of parentheses to make the string balanced, and that multiple valid outputs may exist. Use a stack to identify unmatched parentheses in one pass, then construct the result by excluding those indices. Discuss time and space complexity, and consider edge cases like empty strings or already balanced inputs.

Pro tip: Mention that the stack can store indices instead of characters to easily mark invalid parentheses, and that a two-pass approach with counters can achieve O(1) space if only the length of the longest valid substring is needed—but for reconstruction, the stack method is straightforward.

1. Clarify the problem and constraints

Confirm that we need to remove the fewest characters to make the string balanced, and that any valid balanced string is acceptable. Ask about input size, character set, and whether the output should be a string or just the length.

2. Choose an approach

Decide between using a stack to track unmatched parentheses or a two-pass counting method. For reconstruction, the stack approach is intuitive: push indices of '(' and mark ')' as invalid if no matching '(' exists.

3. Implement the algorithm

Iterate through the string, using a stack to record indices of unmatched '('. For each ')', if stack is non-empty, pop; otherwise, mark this ')' as invalid. After the pass, any indices left in the stack are unmatched '(' and should be marked invalid. Then build the result by skipping invalid indices.

4. Analyze complexity and edge cases

State that time complexity is O(n) and space complexity is O(n) for the stack and boolean array. Discuss edge cases: empty string, all parentheses, already balanced, and strings with other characters (if allowed).

5. Test with examples

Walk through examples like '(()', ')()', and 'a)b(c' to verify correctness. Explain how the algorithm handles them and produces a balanced result with minimum removals.

Key Points to Mention

  • Use a stack to track indices of unmatched opening parentheses.
  • Mark invalid closing parentheses when no matching opening parenthesis is available.
  • After the pass, mark remaining opening parentheses in the stack as invalid.
  • Construct the result by excluding marked indices.
  • Time complexity O(n), space complexity O(n).
  • Multiple valid outputs may exist; any balanced string with minimum removals is acceptable.

AI-generated suggestions, not part of the candidate's original notes. May be inaccurate — verify before relying on them.