Process
One coding interview, which is the first round, is followed by a four-virtual onsite. These four virtual onsite interviews include:
- Two coding sessions
- One behavior session
- One machine learning system design session.
Questions
Design a recommendation system from end to end.
Was this helpful?
Interview Statistics
The following metrics were computed from 92 interview experiences for the Meta Machine Learning Engineer role in United States.
Success Rate
11%
Pass Rate
Meta's interview process for their Machine Learning Engineer roles in the United States is extremely selective, failing the vast majority of engineers.
Experience Rating
Positive53%
Neutral26%
Negative21%
Candidates reported having very good feelings for Meta's Machine Learning Engineer interview process in United States.
Meta Work Experiences
4.0
Good but intensive
Machine Learning Engineer • Current Employee
Toronto, Ontario, Canada
July 28, 2025
Pros: Good growth opportunity in career and technical, good pay & perks.
Cons: Intensive work for most of the days. Approaching the DDL, we need overtime work.
3.0
Good Team, Mixed Outlook
Machine Learning Engineer • Former Employee
Menlo Park, California, United States
March 22, 2024
Pros: Pay
Scope
People
Support
Speed
Cons: Infra
CEO midlife crisis
WLB
Zero planning
Tech debt
1.0
Salary
Machine Learning Engineer • Former Employee
February 19, 2022
Pros: Nothing at all, very unethical.
Cons: Review your management because it's terrible.
- 4.0Good but intensiveMachine Learning Engineer • Current EmployeeToronto, Ontario, CanadaJuly 28, 2025Pros: Good growth opportunity in career and technical, good pay & perks.Cons: Intensive work for most of the days. Approaching the DDL, we need overtime work.
- 3.0Good Team, Mixed OutlookMachine Learning Engineer • Former EmployeeMenlo Park, California, United StatesMarch 22, 2024Pros: Pay Scope People Support SpeedCons: Infra CEO midlife crisis WLB Zero planning Tech debt
- 1.0SalaryMachine Learning Engineer • Former EmployeeFebruary 19, 2022Pros: Nothing at all, very unethical.Cons: Review your management because it's terrible.
Meta Interview Questions
Explore Interview QuestionsTaro 75Google Interview QuestionsMeta Interview QuestionsAmazon Interview QuestionsApple Interview QuestionsNetflix Interview Questions
Explore Interview ExperiencesOpenAI Interview ExperiencesAnthropic Interview ExperiencesPerplexity Interview ExperiencesWindsurf Interview ExperiencesMistral AI Interview Experiences
