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Capital One·Machine Learning Engineer·Technical Phone Screen·Intermediate

Intermediate
Jul 2026

Summary

Interviewed for an ML engineer role at Capital One and got a coding question about string parsing. Pretty standard technical screen, nothing too wild.

Questions Asked (1)

Q1

How would you check whether the parentheses in a given string are balanced, using Python?

Algorithms & Data Structures
Author's notes

Classic stack problem.

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AI HintsAI Generated

Suggested Approach

Start by clarifying the definition of balanced parentheses (e.g., matching types and proper nesting). Then, propose an efficient stack-based algorithm, walking through the logic and handling edge cases. Finally, discuss time and space complexity and potential optimizations.

Pro tip: Mention that you would validate the input and consider using a dictionary for matching pairs to make the code extensible. Also, note that this problem is a common warm-up for more complex parsing tasks in ML pipelines.

1. Clarify requirements

Confirm what characters count as parentheses (e.g., (), [], {}) and whether other characters should be ignored. Ask if the string can be empty or contain only parentheses.

2. Choose data structure

Select a stack (LIFO) to track opening brackets. Explain why a stack is ideal for nested structures.

3. Outline algorithm

Iterate through each character: push opening brackets onto the stack; for closing brackets, check if the stack is non-empty and the top matches. If not, return False. After iteration, ensure the stack is empty.

4. Handle edge cases

Discuss cases like empty string, single type of parentheses, mismatched types, and extra closing brackets. Mention early termination for efficiency.

5. Analyze complexity

State that the algorithm runs in O(n) time and O(n) space in the worst case, where n is the string length.

Key Points to Mention

  • Stack data structure and its LIFO property
  • Time complexity O(n) and space complexity O(n)
  • Handling multiple types of parentheses (e.g., (), [], {})
  • Edge cases: empty string, unbalanced closing brackets, nested structures
  • Use of a dictionary for matching pairs to improve readability and extensibility
  • Potential follow-up: checking balanced parentheses in an expression with other characters

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