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ML八股FAQ 25年资料收集(包括CV NLP LLM相关)找工就业

niming1024
2025/8/10 · 发布于求职(非面经)版·10559
· 来自APP
快问快答的环节应该还是在tech面试中经常提问,或者讨论system design的时候经常会顺路问一下。
下面是今年做的功课。如果有哪些很好的资料遗漏,希望大家可以留言补充。
希望大家早日上岸。
ML-general 八股/快问快答
  • https://northern-dracopelta-98c.notion.site/5b22e124e16d4b2d937940367ca20eb0?v=19feabb85e9e4b54bc498579b3c7f1c5
  • https://github.com/nxpeng9235/MachineLearningFAQ/blob/main/bagu.md
地里2024年总结
  • https://www.scribd.com/document/770661954/24%E5%B9%B4MLE%E5%9C%B0%E9%87%8CML%E9%97%AE%E7%AD%94%E6%80%BB%E7%BB%93
LLM八股:
  • https://zhuanlan.zhihu.com/p/1899948583878394136
  • https://zhuanlan.zhihu.com/p/1905945255196467231
  • https://www.educatum.com/llm-and-genai-advanced-interview-questions
八股Topics
  • Transformer八股 https://blog.51cto.com/u_16163510/11638970
  • RAG 八股 https://www.cnblogs.com/jiangweiwang/p/18885922
  • NLP 八股 https://github.com/NLP-LOVE/ML-NLP/tree/master?tab=readme-ov-file
  • Vision八股 https://github.com/andrewekhalel/MLQuestions
  • 3D / VR 八股 https://github.com/Liber-coder/CV_Notes
ML学习资料
  • https://www.coursera.org/specializations/deep-learning/
  • https://www.coursera.org/specializations/machine-learning-introduction/
  • https://github.com/karpathy/nn-zero-to-hero
  • Stanford CS336 https://www.youtube.com/playlist?list=PLoROMvodv4rOY23Y0BoGoBGgQ1zmU_MT_
  • Stanford CS231n https://cs231n.stanford.edu/schedule.html
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