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TikTok·Machine Learning Engineer·Technical Phone Screen·Intermediate

Intermediate
May 2026

Summary

TikTok ML Engineer interview with a dynamic programming problem. Pretty standard for this type of role but worth knowing cold before you go in.

Questions Asked (1)

Q1

Given an array of non-negative integers, find the maximum sum of a subset where no two selected elements are adjacent in the original array.

Algorithms & Data Structures
Author's notes

Classic house robber style problem.

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AI HintsAI Generated

Suggested Approach

Start by clarifying the problem and edge cases, then explain the dynamic programming recurrence where dp[i] = max(dp[i-1], dp[i-2] + arr[i]). Optimize space to O(1) by keeping only the last two DP values, and analyze time and space complexity.

Pro tip: Mention that this is the 'House Robber' problem and that the same DP pattern extends to circular arrays or trees, showing you recognize common patterns and can adapt them.

1. Clarify the problem

Confirm that the subset can be empty, elements are non-negative, and 'adjacent' means consecutive indices. Ask about input size and whether the array can be modified.

2. Define the DP state

Let dp[i] be the maximum sum using the first i elements. Derive the recurrence: dp[i] = max(dp[i-1], dp[i-2] + arr[i]).

3. Handle base cases

Set dp[0] = 0 and dp[1] = arr[0] (or handle empty array). Explain why these are correct.

4. Optimize space

Observe that only the last two DP values are needed, so use two variables prev2 and prev1 to achieve O(1) space.

5. Analyze complexity and test

State O(n) time and O(1) space. Walk through a small example (e.g., [2,7,9,3,1]) to verify correctness and edge cases.

Key Points to Mention

  • Dynamic programming recurrence: dp[i] = max(dp[i-1], dp[i-2] + arr[i])
  • Base cases: dp[0] = 0, dp[1] = arr[0]
  • Space optimization from O(n) to O(1) using two variables
  • Time complexity O(n) and space complexity O(1)
  • Edge cases: empty array, single element, all zeros
  • Relation to the 'House Robber' problem and possible extensions (circular, tree)

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