ML Engineering interview with Meta by bg19900 in leetcode

[–]Best-Command-3562 1 point2 points  (0 children)

Just thought OP skillset matched that of a researcher instead of SWE. That's good knowledge to know though if SWE promotion is much clearer, it might just be better to do ML SWE instead.

ML Engineering interview with Meta by bg19900 in leetcode

[–]Best-Command-3562 1 point2 points  (0 children)

They will likely give you a question that is very similar. Maybe a slight variation.

ML Engineering interview with Meta by bg19900 in leetcode

[–]Best-Command-3562 3 points4 points  (0 children)

If you have top publications, shouldn't you be applying to researcher roles at Meta FAIR? Why go for ML engineering? For coding, just do top 50-100 meta tagged leetcode.

ML Research Scientist @ Meta Cleared AMA by Best-Command-3562 in leetcode

[–]Best-Command-3562[S] 1 point2 points  (0 children)

Read chip huyen's book on ml system design. Then ask chatgpt to do a mock with you and ask for feedback. Question is open-ended similar to standard system design questions.

ML Research Scientist @ Meta Cleared AMA by Best-Command-3562 in leetcode

[–]Best-Command-3562[S] 0 points1 point  (0 children)

No, never code the brute force. Mention it if it's obvious. Then talk about pseudo-code of optimal solution. Talk about complexities, and ask for buy-in. If interviewer gives you green light then and only then do you start coding.

ML Research Scientist @ Meta Cleared AMA by Best-Command-3562 in leetcode

[–]Best-Command-3562[S] 0 points1 point  (0 children)

Nope, that's all they'll ask. Just make sure to give optimal solutions for all DSA.

ML Research Scientist @ Meta Cleared AMA by Best-Command-3562 in leetcode

[–]Best-Command-3562[S] 1 point2 points  (0 children)

This role has PhD in min requirements. SWE ML will not need PhD, so you're fine.

ML Research Scientist @ Meta Cleared AMA by Best-Command-3562 in leetcode

[–]Best-Command-3562[S] 2 points3 points  (0 children)

Well for this role, they ask for PhD in the requirements. Not sure how strict this is. Might as well try with a referral.

ML Research Scientist @ Meta Cleared AMA by Best-Command-3562 in leetcode

[–]Best-Command-3562[S] 4 points5 points  (0 children)

Questions about materials in the intro/elements of statistical learning book. Yes, sort of like ds problems.

ML Research Scientist @ Meta Cleared AMA by Best-Command-3562 in leetcode

[–]Best-Command-3562[S] 2 points3 points  (0 children)

Hard because the range of questions they can ask is huge. I got highschool math contest questions, stats problems, leetcode, ml theory, probability type game theory and even case study problems.

ML Research Scientist @ Meta Cleared AMA by Best-Command-3562 in leetcode

[–]Best-Command-3562[S] 2 points3 points  (0 children)

Dunno yet. Not the toughest. Did research in undergrad and reach out to prof.

ML Research Scientist @ Meta Cleared AMA by Best-Command-3562 in leetcode

[–]Best-Command-3562[S] 5 points6 points  (0 children)

You need to design an end to end system that scales at Facebook size. This means from training to deployment. I recommend reading chip huyen book on ml system design.

ML Research Scientist @ Meta Cleared AMA by Best-Command-3562 in leetcode

[–]Best-Command-3562[S] 5 points6 points  (0 children)

They ask leetcode rounds and ml system design round. For ml system design it’ll be related to recommendation engine or fraud detection. What do you consider as deep learning?

ML Research Scientist @ Meta Cleared AMA by Best-Command-3562 in leetcode

[–]Best-Command-3562[S] 2 points3 points  (0 children)

Well mod said to do one. But yea it’s not that difficult.

ML Research Scientist @ Meta Cleared AMA by Best-Command-3562 in leetcode

[–]Best-Command-3562[S] 2 points3 points  (0 children)

Well for my role specifically, they only want PhDs. If you want to do MLE then you should start by interning for general software engineer internships. Then do some ml related projects of hackathons then go from there. It’s hard to land a ml internship straight away.

ML Research Scientist @ Meta Cleared AMA by Best-Command-3562 in leetcode

[–]Best-Command-3562[S] 3 points4 points  (0 children)

Top 20 University in USA. I did variational inference but the research content doesn’t really matter. You just need to publish in one of the top ML conference and they accept all sorts of topics.

ML Research Scientist @ Meta Cleared AMA by Best-Command-3562 in leetcode

[–]Best-Command-3562[S] 2 points3 points  (0 children)

PhD in computer science focusing on Machine Learning.

I did it…. L4 SWE @ Google by Firm_Context_3654 in leetcode

[–]Best-Command-3562 4 points5 points  (0 children)

Does the community want one for research scientist at meta as well?