Company Interview Guides

Per-company, per-level interview guides for ML / AI engineering loops. What's tested, how it's scored, and exactly what to prepare.

Updated 5 May

MLE Interview

Company interview guides

What each company tests at each level, rounds, rubrics, common questions.

These guides translate vague hiring loops into concrete preparation. Each guide answers four questions for a specific (company, level):

  1. Rounds, what stages exist, how long, what format
  2. Evaluation criteria, what each interviewer is scoring
  3. Common questions, recently asked prompts grouped by type
  4. Preparation focus, where to spend time given the rubric weighting

Meta

Related guides

MetaE3

Junior SWE, coding-heavy, no system design.

MetaE4

Mid SWE, coding + system design + behavioral.

Google

Related guides

GoogleL3

Entry SWE/MLE, fundamentals + coding gate.

Coming soon

Amazon (SDE I-III), Microsoft (62-65), Apple (ICT2-4), OpenAI MTS, Databricks SWE, Stripe L1-L3, Netflix Senior, Airbnb L4, LinkedIn Sr, Snowflake Sr.

Test your understanding

Prof is ready

Prof will ask you questions about Company Interview Guides — not explain it. You'll be surprised what you don't know until you have to say it.

Finished this lesson?

Read through the lesson first (0/20s).