I applied through a recruiter. I interviewed at TikTok (Bellevue, WA)
Interview
It was good, interviewer was also good, however got rejection in 3hours even after solving interview properly and correctly. The process was similar to description found regarding this position anywhere online
Interview questions [1]
Question 1
I first got a leetcode medium question on hackerrank with testcases, to find a path from given source to destination, with obstacles and print the path. Then 30 mins discussion on NLP, Transformer, BERT etc.
Surprisingly straightforward — I expected a tougher challenge for a machine learning role. After a quick recruiter screen, the first technical round focused on implementing K-means clustering, which felt familiar. Handling edge cases for empty clusters was tricky, though. What really helped me prep were the algorithm explanations on PracHub, which gave me confidence going in. The final interviews were a mix of problem-solving and behavioral questions, and in the end, I received an offer that I accepted. Overall, it was a decent experience.
Interview questions [1]
Question 1
implementing K-means clustering from scratch and handling empty cluster edge cases
three rounds, each has coding + ml basic + resume related questions
understand all the details in resume is important, since might go very deep down the project you have worked on
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 project and problems for their business.