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Meta·Machine Learning Engineer·Onsite - Coding / Algorithms·Senior

Senior
May 2026

Summary

Meta ML engineer coding round, one question the whole time. Pretty focused on string manipulation with a twist that made it trickier than it looked.

Questions Asked (1)

Q1

Write a function that removes the minimum number of characters from a string to make all parentheses balanced and properly nested.

Algorithms & Data Structures
Author's notes

My first instinct was to just count opens and closes, which obviously doesn't handle nesting correctly.

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AI HintsAI Generated

Suggested Approach

Use a stack to track unmatched opening parentheses and a counter for unmatched closing parentheses. After one pass, the minimum removals equals the number of unmatched closing parentheses plus the number of unmatched opening parentheses left in the stack.

Pro tip: Clarify whether you need to return the count or the resulting balanced string; if the latter, you can build the result by marking indices to remove. Also, mention that the greedy stack approach is optimal because each removal fixes exactly one imbalance.

1. Clarify requirements and edge cases

Ask whether the function should return the minimum number of removals or the balanced string itself. Discuss edge cases: empty string, no parentheses, already balanced, all opening or all closing parentheses.

2. Choose the optimal data structure

Use a stack to track indices of unmatched opening parentheses. Alternatively, use a counter for unmatched closing parentheses and a stack for unmatched opening parentheses.

3. Single pass to identify unmatched parentheses

Iterate through the string: push opening parentheses onto the stack; for closing parentheses, pop if stack is non-empty, otherwise increment a counter for unmatched closing parentheses.

4. Compute minimum removals

After the pass, the minimum removals is the sum of the counter for unmatched closing parentheses and the size of the stack (unmatched opening parentheses).

5. Analyze complexity and discuss extensions

State that time and space complexity are O(n). If returning the string, explain how to mark indices for removal and build the result in O(n) time.

Key Points to Mention

  • Stack-based approach for matching parentheses
  • Counting unmatched closing parentheses separately
  • Minimum removals = unmatched closing + unmatched opening
  • Time and space complexity: O(n)
  • Handling edge cases like empty string or no parentheses
  • If returning the string, use a boolean array to mark removals

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