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      ML Engineering Manager Interview

      4 Jul 2025
      Anonymous employee
      Menlo Park, CA
      Accepted offer
      Positive experience
      Average interview

      Application

      I applied through an employee referral. I interviewed at Meta (Menlo Park, CA) in Jul 2025

      Interview

      Applied via referral. Quick recruiter screen - mostly background, team size, ML systems, leadership scope. Followed by a prep call outlining the process. First real round was with an EM - mix of people leadership (managing ICs, handling low perf, 1:1s) and light system design (mine was on scaling a recsys infra). Onsite had 5 rounds - 2 coding (LC-style, focus on clean code and tradeoffs), 1 ML system design (real-world scale problem, end-to-end thinking), 1 project retrospective (how you led, staffed, scaled), and 1 culture-fit (LPs, feedback, conflict handling). Prepped with LC, ML systems, and a couple Prepfully mocks - super useful for retros and design rounds. Got the offer. Would say: focus on showing balanced depth across tech, leadership, and execution.

      Interview questions [1]

      Question 1

      experience with model selection, training, evaluation, and tuning. how do you handle overfitting and underfitting
      1 Answer

      Other ML Engineering Manager interview reviews for Meta

      ML Engineering Manager Interview

      22 Dec 2021
      Anonymous interview candidate
      London, England
      No offer
      Positive experience
      Difficult interview

      Application

      I applied through a recruiter. The process took 5 weeks. I interviewed at Meta (London, England) in Sept 2019

      Interview

      The process consisted of single phone screening, where I was asked mostly questions about my experience. After that I got invitation for onsite trip. During onsite I had 5 technical interviews and 1 lunch.

      Interview questions [1]

      Question 1

      Describe your experience of a manager: how to structure the team, process, what was not easy, and the hardest issue you solved.
      1 Answer

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