Navio
Real interviewAugust 15, 2025
Final: perception lead, research planning and reservoir sampling
Final Navio conversation with the perception lead: candidate background, production detector metric tradeoffs, team structure, research-project decomposition and a streaming/reservoir-sampling algorithm question.
6 questions1 case47 minAudio recording available
Аудио и материалы
Аудио собеседования
0:00 / 46:40
Этап 3 из 3NavioDeep Learning Researcher, Perception2025-08-06 - 2025-08-15
Собеседования в Navio: компьютерное зрениеФинальное собеседование в Navio
Выводы и как готовиться
- The final interview mixed seniority signals: ownership of data/model/deploy projects, production metric judgment and communication around uncertain research.
- The strongest technical blocks are not classic coding only: detector rollout tradeoffs and research decomposition are directly relevant to autonomous-driving ML work.
- The reservoir-sampling question checks whether the candidate can derive a randomized streaming algorithm and prove the probability invariant.