Find connected components in linked list

Last updated: August 2, 2025

Quick Overview

Given a string, find the minimum cost efficiently using Binary Search.

HubSpot
Coding & Algorithms
Machine Learning Engineer
HubSpot
August 2, 2025
Machine Learning Engineer
Take-home Project
Coding & Algorithms
Medium

106

14

504 solved


Given a string, find the minimum cost efficiently using Binary Search.

This coding problem is frequently asked during Take-home Project at HubSpot. The interviewer is testing your ability to translate a problem into clean, working code while discussing time and space complexity. HubSpot expects candidates to write production-quality code, not just solve the puzzle.

What the Interviewer Expects
  • Recognize the underlying problem pattern (sliding window, two pointers, BFS/DFS, etc.)
  • Discuss multiple approaches and trade-offs before coding
  • Implement an optimal solution with clean, production-quality code
  • Handle all edge cases including boundary conditions and invalid input
  • Optimize both time and space complexity with clear justification
  • Test your solution systematically with well-chosen examples
Key Topics to Cover
Edge cases and input validation
Data structure selection and trade-offs
Dynamic programming and memoization
Graph algorithms and traversal
Hash maps and frequency counting
Sorting and searching
How to Approach This
  1. Clarify input constraints and edge cases before writing code.
  2. Walk through your approach verbally and confirm with the interviewer before coding.
  3. Start with a brute force solution, then optimize. Mention time and space complexity.
  4. Test your solution with examples, including edge cases like empty input or duplicates.
  5. Consider common patterns: sliding window, two pointers, hash map, BFS/DFS, dynamic programming.
Possible Follow-up Questions
  • What is the worst-case input for your solution?
  • What if the input doesn't fit in memory?
  • How would you modify your solution to handle streaming input?
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