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最近正在准备Facebook DS的面试,把自己收集到的觉得地里和Glassdoor上有用的题整理了一下,供大家参考
有最近在面试的同学一起加油呀
顺便求大米求大米,让我也能看看隐藏贴
HR篇
1)毕业时间 ..
2)目前有没有offer.google и
3)选择下一轮面试要用的coding language-baidu 1point3acres
4)上一份实习做了哪些工作
5)上一份实习中一个具体的项目,描述完会问你的impact主要体现在哪里
6)FB Friend发现某一天Friend Request的发送率下降10%,请分析两个最主要的原因
7)SQL:ORDER BY ASC, NULL+1=NULL, HAVING, JOIN ON
. Χ
1: tell me about yourself and why DS?
2: tell me about your Data Science experience/project, more analytics side?
3: If 10% decreasing in the post(FB, Instagram), as DS, what would you do?
1) how would you improve notifications?
2) how would you get Facebook users to download Instagram?
Tech篇
. 1point3acresTechnical phone screen with Facebook data scientist. Three parts: (1) medium-hard SQL questions (no query execution, just write out query on shared text file) (2) metric ideation for measuring success of a new feature on Facebook, and then how to debug if this metric goes down (my answer: make sure this isn't an instrumentation error, then group by geo, user age, seasonality, if a power user, etc.) (3) talk through setting up an experiment for the new feature
Bayes' theorem, Power of tests, Type 1 error/type-2 error, and imbalanced classification.
..
Given a database of posts and a database of comments on those posts, how do you determine how many conversations are happening in the comments per post on average.
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Product篇
how would you develop <fill in any FB product>, metrics, experimentation basics
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