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Machine Learning Engineer Interview Experience

June 20, 2026
Positive ExperienceGot Offer

Process

It started with a recruiter screen with simple checks. Then I went through 3 rounds of interviews. The first 2 rounds were live coding with a deep dive into previous projects. The 2nd round went really deep into every previous work I did from an MLE perspective, with questioning on every possible decision choice. The last was an interview with the team manager.

Questions

There were recommendation system questions. The coding problems were, I remember, LeetCode medium level.

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Interview Statistics

The following metrics were computed from 186 interview experiences for the TikTok Machine Learning Engineer role.

Success Rate

11%
Pass Rate

TikTok's interview process for their Machine Learning Engineer roles is extremely selective, failing the vast majority of engineers.

Experience Rating

Positive34%
Neutral42%
Negative24%

Candidates reported having good feelings for TikTok's Machine Learning Engineer interview process.

TikTok Work Experiences