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机器学习 面试题

机器学习类面试准备：18 道面试题，来自候选人真实面试。在 CSWork 阅读、练习、模拟。

面试题
18
最近更新
2026-06-14

面试题 18

在工作台筛选
  1. 面试Build and evaluate donation propensity model · Capital One中等
  2. 面试Build a model to infer home vs office vs public · Meta中等
  3. 面试Choose threshold under asymmetric costs · Meta中等
  4. 面试Build leak-safe sklearn model with calibration · Apple中等
  5. 面试Perform no-intercept linear regression from two datasets · Two Sigma中等
  6. 面试Explain why LASSO selects features · Amazon中等
  7. 面试Optimize precision–recall under class imbalance · Amazon中等
  8. 面试Choose regularization norms and model formulations · Amazon中等
  9. 面试Decide standardization, sparse numerics, correlated features · Amazon中等
  10. 面试Minimize max L1 radius with k centers in 1D · Atlassian中等
  11. 面试Explain an ML project end-to-end with tradeoffs · Roblox中等
  12. 面试Build and evaluate airline delay prediction model · Capital One中等
  13. 面试Detail NLP preprocessing and n‑gram choices · Thumbtack中等
  14. 面试Choose clustering vs regression; explain KNN · Thumbtack中等
  15. 面试Choose and justify ML algorithms for tabular prediction · Capital One中等
  16. 面试Design and sample for credit default prediction · Boston Consulting Group中等
  17. 面试Build a robust ML pipeline · Flatiron Health中等
  18. 面试Build predictive model for feature rollout targeting · Meta中等