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Machine Learning Engineer Interview Experience

March 14, 2026
Neutral ExperienceNo Offer

Process

The first round was mainly a CV walkthrough. The second round focused in depth on one specific project. Both rounds also included LeetCode medium-level problems. The third round was with the hiring manager, with both projects and problems for their business.

Questions

Explain the architecture of Transformer.

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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