Machine Learning Engineer Interview Experience - Singapore
July 22, 2026
Positive ExperienceGot Offer
Process
It was pretty straightforward and easy, with only 1 LeetCode. The next few stages were about sharing your own research. They mostly probe about the details of the research, but that is about it.
Questions
Solve a hash map question.
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Interview Statistics
The following metrics were computed from 24 interview experiences for the TikTok Machine Learning Engineer role in Singapore.
Success Rate
25%
Pass Rate
TikTok's interview process for their Machine Learning Engineer roles in Singapore is very selective, failing most engineers who go through it.
Experience Rating
Positive38%
Neutral33%
Negative29%
Candidates reported having mixed feelings for TikTok's Machine Learning Engineer interview process in Singapore.
TikTok Work Experiences
5.0
TikTok is not all bad. It’s highly team dependent
Machine Learning Engineer • Current Employee
Singapore, Singapore
November 14, 2025
Pros: I love my team. I think at TikTok it is very, very team dependent. Some teams are horrible; some are really good. Generally, people are really smart, but some teams can have horrible work cultures, such as micromanaging your time or not respecting your off days, etc. I would say it all depends on your team. If you manage to get into a good team with a good leader, even if the work is tough, it's a lot more manageable.
Cons: The pace is definitely fast, but a good team helps to make it better. My team works hard, but we also respect off days and weekends as much as we can.
5.0
Love The Job And Atmosphere
Machine Learning Engineer • Current Employee
February 22, 2024
Pros: Good job and good atmosphere. I like it.
Cons: No special cons, and it is perfect.
2.0
Decent Pay, Lost Balance
Machine Learning Engineer • Current Employee
London, England, United Kingdom
September 29, 2025
Pros: The salary is not too bad.
Cons: Work-life balance is lost.
- 5.0TikTok is not all bad. It’s highly team dependentMachine Learning Engineer • Current EmployeeSingapore, SingaporeNovember 14, 2025Pros: I love my team. I think at TikTok it is very, very team dependent. Some teams are horrible; some are really good. Generally, people are really smart, but some teams can have horrible work cultures, such as micromanaging your time or not respecting your off days, etc. I would say it all depends on your team. If you manage to get into a good team with a good leader, even if the work is tough, it's a lot more manageable.Cons: The pace is definitely fast, but a good team helps to make it better. My team works hard, but we also respect off days and weekends as much as we can.
- 5.0Love The Job And AtmosphereMachine Learning Engineer • Current EmployeeFebruary 22, 2024Pros: Good job and good atmosphere. I like it.Cons: No special cons, and it is perfect.
- 2.0Decent Pay, Lost BalanceMachine Learning Engineer • Current EmployeeLondon, England, United KingdomSeptember 29, 2025Pros: The salary is not too bad.Cons: Work-life balance is lost.
TikTok Interview Questions
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