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Title: GitHub - F2-Song/NLP-Interview-Notes: 该仓库主要记录 NLP 算法工程师相关的面试题 · GitHub

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https://github.com/km1994/RES-Interview-Noteshttps://github.com/km1994/RES-Interview-Notes
手机版推荐系统百面百搭https://mp.weixin.qq.com/s/b_KBT6rUw09cLGRHV_EUtw
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手机版NLP百面百搭https://mp.weixin.qq.com/s?__biz=MzAxMTU5Njg4NQ==&mid=100005719&idx=3&sn=5d8e62993e5ecd4582703684c0d12e44&chksm=1bbff26d2cc87b7bf2504a8a4cafc60919d722b6e9acbcee81a626924d80f53a49301df9bd97&scene=18#wechat_redirect
https://github.com/F2-Song/NLP-Interview-Notes#目录架构
【关于 NLP】百问百答https://github.com/F2-Song/NLP-Interview-Notes#%E5%85%B3%E4%BA%8E-nlp%E7%99%BE%E9%97%AE%E7%99%BE%E7%AD%94
介绍https://github.com/F2-Song/NLP-Interview-Notes#%E4%BB%8B%E7%BB%8D
目录架构https://github.com/F2-Song/NLP-Interview-Notes#%E7%9B%AE%E5%BD%95%E6%9E%B6%E6%9E%84
手机版 NLP 百面百搭https://github.com/F2-Song/NLP-Interview-Notes#%E6%89%8B%E6%9C%BA%E7%89%88-nlp-%E7%99%BE%E9%9D%A2%E7%99%BE%E6%90%AD
内容框架https://github.com/F2-Song/NLP-Interview-Notes#%E5%86%85%E5%AE%B9%E6%A1%86%E6%9E%B6
五、【关于 NLP 技巧】那些你不知道的事https://github.com/F2-Song/NLP-Interview-Notes#%E4%BA%94%E5%85%B3%E4%BA%8E-nlp-%E6%8A%80%E5%B7%A7%E9%82%A3%E4%BA%9B%E4%BD%A0%E4%B8%8D%E7%9F%A5%E9%81%93%E7%9A%84%E4%BA%8B
5.1 【关于 少样本问题】那些你不知道的事https://github.com/F2-Song/NLP-Interview-Notes#51-%E5%85%B3%E4%BA%8E-%E5%B0%91%E6%A0%B7%E6%9C%AC%E9%97%AE%E9%A2%98%E9%82%A3%E4%BA%9B%E4%BD%A0%E4%B8%8D%E7%9F%A5%E9%81%93%E7%9A%84%E4%BA%8B
5.2 【关于 脏数据】那些你不知道的事https://github.com/F2-Song/NLP-Interview-Notes#52-%E5%85%B3%E4%BA%8E-%E8%84%8F%E6%95%B0%E6%8D%AE%E9%82%A3%E4%BA%9B%E4%BD%A0%E4%B8%8D%E7%9F%A5%E9%81%93%E7%9A%84%E4%BA%8B
5.3 【关于 炼丹炉】那些你不知道的事https://github.com/F2-Song/NLP-Interview-Notes#53-%E5%85%B3%E4%BA%8E-%E7%82%BC%E4%B8%B9%E7%82%89%E9%82%A3%E4%BA%9B%E4%BD%A0%E4%B8%8D%E7%9F%A5%E9%81%93%E7%9A%84%E4%BA%8B
5.4 【关于 早停法 EarlyStopping 】那些你不知道的事https://github.com/F2-Song/NLP-Interview-Notes#54-%E5%85%B3%E4%BA%8E-%E6%97%A9%E5%81%9C%E6%B3%95-earlystopping-%E9%82%A3%E4%BA%9B%E4%BD%A0%E4%B8%8D%E7%9F%A5%E9%81%93%E7%9A%84%E4%BA%8B
5.5 【关于 标签平滑法 LabelSmoothing 】那些你不知道的事https://github.com/F2-Song/NLP-Interview-Notes#55-%E5%85%B3%E4%BA%8E-%E6%A0%87%E7%AD%BE%E5%B9%B3%E6%BB%91%E6%B3%95-labelsmoothing-%E9%82%A3%E4%BA%9B%E4%BD%A0%E4%B8%8D%E7%9F%A5%E9%81%93%E7%9A%84%E4%BA%8B
5.6 【关于 Bert Trick】 那些你不知道的事https://github.com/F2-Song/NLP-Interview-Notes#56-%E5%85%B3%E4%BA%8E-bert-trick-%E9%82%A3%E4%BA%9B%E4%BD%A0%E4%B8%8D%E7%9F%A5%E9%81%93%E7%9A%84%E4%BA%8B
六、 【关于 Tuning 】那些你不知道的事https://github.com/F2-Song/NLP-Interview-Notes#%E5%85%AD-%E5%85%B3%E4%BA%8E-tuning-%E9%82%A3%E4%BA%9B%E4%BD%A0%E4%B8%8D%E7%9F%A5%E9%81%93%E7%9A%84%E4%BA%8B
七、【关于 LLMs】那些你不知道的事https://github.com/F2-Song/NLP-Interview-Notes#%E4%B8%83%E5%85%B3%E4%BA%8E-llms%E9%82%A3%E4%BA%9B%E4%BD%A0%E4%B8%8D%E7%9F%A5%E9%81%93%E7%9A%84%E4%BA%8B
八、 【关于 AIGC】那些你不知道的事https://github.com/F2-Song/NLP-Interview-Notes#%E5%85%AB-%E5%85%B3%E4%BA%8E-aigc%E9%82%A3%E4%BA%9B%E4%BD%A0%E4%B8%8D%E7%9F%A5%E9%81%93%E7%9A%84%E4%BA%8B
四、【关于 NLP 学习算法】那些你不知道的事https://github.com/F2-Song/NLP-Interview-Notes#%E5%9B%9B%E5%85%B3%E4%BA%8E-nlp-%E5%AD%A6%E4%B9%A0%E7%AE%97%E6%B3%95%E9%82%A3%E4%BA%9B%E4%BD%A0%E4%B8%8D%E7%9F%A5%E9%81%93%E7%9A%84%E4%BA%8B
4.1 【关于 信息抽取】那些你不知道的事https://github.com/F2-Song/NLP-Interview-Notes#41-%E5%85%B3%E4%BA%8E-%E4%BF%A1%E6%81%AF%E6%8A%BD%E5%8F%96%E9%82%A3%E4%BA%9B%E4%BD%A0%E4%B8%8D%E7%9F%A5%E9%81%93%E7%9A%84%E4%BA%8B
4.1.1 【关于 命名实体识别】那些你不知道的事https://github.com/F2-Song/NLP-Interview-Notes#411-%E5%85%B3%E4%BA%8E-%E5%91%BD%E5%90%8D%E5%AE%9E%E4%BD%93%E8%AF%86%E5%88%AB%E9%82%A3%E4%BA%9B%E4%BD%A0%E4%B8%8D%E7%9F%A5%E9%81%93%E7%9A%84%E4%BA%8B
4.1.2 【关于 关系抽取】那些你不知道的事https://github.com/F2-Song/NLP-Interview-Notes#412-%E5%85%B3%E4%BA%8E-%E5%85%B3%E7%B3%BB%E6%8A%BD%E5%8F%96%E9%82%A3%E4%BA%9B%E4%BD%A0%E4%B8%8D%E7%9F%A5%E9%81%93%E7%9A%84%E4%BA%8B
4.1.3 【关于 事件抽取】那些你不知道的事https://github.com/F2-Song/NLP-Interview-Notes#413-%E5%85%B3%E4%BA%8E-%E4%BA%8B%E4%BB%B6%E6%8A%BD%E5%8F%96%E9%82%A3%E4%BA%9B%E4%BD%A0%E4%B8%8D%E7%9F%A5%E9%81%93%E7%9A%84%E4%BA%8B
4.2 【关于 NLP 预训练算法】那些你不知道的事https://github.com/F2-Song/NLP-Interview-Notes#42-%E5%85%B3%E4%BA%8E-nlp-%E9%A2%84%E8%AE%AD%E7%BB%83%E7%AE%97%E6%B3%95%E9%82%A3%E4%BA%9B%E4%BD%A0%E4%B8%8D%E7%9F%A5%E9%81%93%E7%9A%84%E4%BA%8B
4.3 【关于 文本分类】那些你不知道的事https://github.com/F2-Song/NLP-Interview-Notes#43-%E5%85%B3%E4%BA%8E-%E6%96%87%E6%9C%AC%E5%88%86%E7%B1%BB%E9%82%A3%E4%BA%9B%E4%BD%A0%E4%B8%8D%E7%9F%A5%E9%81%93%E7%9A%84%E4%BA%8B
4.4 【关于 文本匹配】那些你不知道的事https://github.com/F2-Song/NLP-Interview-Notes#44-%E5%85%B3%E4%BA%8E-%E6%96%87%E6%9C%AC%E5%8C%B9%E9%85%8D%E9%82%A3%E4%BA%9B%E4%BD%A0%E4%B8%8D%E7%9F%A5%E9%81%93%E7%9A%84%E4%BA%8B
4.5 【关于 问答系统】那些你不知道的事https://github.com/F2-Song/NLP-Interview-Notes#45-%E5%85%B3%E4%BA%8E-%E9%97%AE%E7%AD%94%E7%B3%BB%E7%BB%9F%E9%82%A3%E4%BA%9B%E4%BD%A0%E4%B8%8D%E7%9F%A5%E9%81%93%E7%9A%84%E4%BA%8B
4.5.1 【关于 FAQ 检索式问答系统】 那些你不知道的事https://github.com/F2-Song/NLP-Interview-Notes#451-%E5%85%B3%E4%BA%8E-faq-%E6%A3%80%E7%B4%A2%E5%BC%8F%E9%97%AE%E7%AD%94%E7%B3%BB%E7%BB%9F-%E9%82%A3%E4%BA%9B%E4%BD%A0%E4%B8%8D%E7%9F%A5%E9%81%93%E7%9A%84%E4%BA%8B
4.5.2 【关于 问答系统工具篇】 那些你不知道的事https://github.com/F2-Song/NLP-Interview-Notes#452-%E5%85%B3%E4%BA%8E-%E9%97%AE%E7%AD%94%E7%B3%BB%E7%BB%9F%E5%B7%A5%E5%85%B7%E7%AF%87-%E9%82%A3%E4%BA%9B%E4%BD%A0%E4%B8%8D%E7%9F%A5%E9%81%93%E7%9A%84%E4%BA%8B
4.6 【关于 对话系统】那些你不知道的事https://github.com/F2-Song/NLP-Interview-Notes#46-%E5%85%B3%E4%BA%8E-%E5%AF%B9%E8%AF%9D%E7%B3%BB%E7%BB%9F%E9%82%A3%E4%BA%9B%E4%BD%A0%E4%B8%8D%E7%9F%A5%E9%81%93%E7%9A%84%E4%BA%8B
4.7 【关于 知识图谱】那些你不知道的事https://github.com/F2-Song/NLP-Interview-Notes#47-%E5%85%B3%E4%BA%8E-%E7%9F%A5%E8%AF%86%E5%9B%BE%E8%B0%B1%E9%82%A3%E4%BA%9B%E4%BD%A0%E4%B8%8D%E7%9F%A5%E9%81%93%E7%9A%84%E4%BA%8B
4.7.1 【关于 知识图谱】 那些你不知道的事https://github.com/F2-Song/NLP-Interview-Notes#471-%E5%85%B3%E4%BA%8E-%E7%9F%A5%E8%AF%86%E5%9B%BE%E8%B0%B1-%E9%82%A3%E4%BA%9B%E4%BD%A0%E4%B8%8D%E7%9F%A5%E9%81%93%E7%9A%84%E4%BA%8B
4.7.2 【关于 KBQA】那些你不知道的事https://github.com/F2-Song/NLP-Interview-Notes#472-%E5%85%B3%E4%BA%8E-kbqa%E9%82%A3%E4%BA%9B%E4%BD%A0%E4%B8%8D%E7%9F%A5%E9%81%93%E7%9A%84%E4%BA%8B
4.7.3 【关于 Neo4j】那些你不知道的事https://github.com/F2-Song/NLP-Interview-Notes#473-%E5%85%B3%E4%BA%8E-neo4j%E9%82%A3%E4%BA%9B%E4%BD%A0%E4%B8%8D%E7%9F%A5%E9%81%93%E7%9A%84%E4%BA%8B
4.8 【关于 文本摘要】 那些你不知道的事https://github.com/F2-Song/NLP-Interview-Notes#48-%E5%85%B3%E4%BA%8E-%E6%96%87%E6%9C%AC%E6%91%98%E8%A6%81-%E9%82%A3%E4%BA%9B%E4%BD%A0%E4%B8%8D%E7%9F%A5%E9%81%93%E7%9A%84%E4%BA%8B
4.9 【关于 知识表示学习】那些你不知道的事https://github.com/F2-Song/NLP-Interview-Notes#49-%E5%85%B3%E4%BA%8E-%E7%9F%A5%E8%AF%86%E8%A1%A8%E7%A4%BA%E5%AD%A6%E4%B9%A0%E9%82%A3%E4%BA%9B%E4%BD%A0%E4%B8%8D%E7%9F%A5%E9%81%93%E7%9A%84%E4%BA%8B
4.10 【NLP百面百搭 之 文本纠错篇】https://github.com/F2-Song/NLP-Interview-Notes#410--nlp%E7%99%BE%E9%9D%A2%E7%99%BE%E6%90%AD-%E4%B9%8B-%E6%96%87%E6%9C%AC%E7%BA%A0%E9%94%99%E7%AF%87
4.11 【关于 文本摘要】 那些你不知道的事https://github.com/F2-Song/NLP-Interview-Notes#411-%E5%85%B3%E4%BA%8E-%E6%96%87%E6%9C%AC%E6%91%98%E8%A6%81-%E9%82%A3%E4%BA%9B%E4%BD%A0%E4%B8%8D%E7%9F%A5%E9%81%93%E7%9A%84%E4%BA%8B
4.12 【关于 文本生成】那些你不知道的事https://github.com/F2-Song/NLP-Interview-Notes#412-%E5%85%B3%E4%BA%8E-%E6%96%87%E6%9C%AC%E7%94%9F%E6%88%90%E9%82%A3%E4%BA%9B%E4%BD%A0%E4%B8%8D%E7%9F%A5%E9%81%93%E7%9A%84%E4%BA%8B
一、【关于 基础算法篇】那些你不知道的事https://github.com/F2-Song/NLP-Interview-Notes#%E4%B8%80%E5%85%B3%E4%BA%8E-%E5%9F%BA%E7%A1%80%E7%AE%97%E6%B3%95%E7%AF%87%E9%82%A3%E4%BA%9B%E4%BD%A0%E4%B8%8D%E7%9F%A5%E9%81%93%E7%9A%84%E4%BA%8B
二、【关于 机器学习算法篇】那些你不知道的事https://github.com/F2-Song/NLP-Interview-Notes#%E4%BA%8C%E5%85%B3%E4%BA%8E-%E6%9C%BA%E5%99%A8%E5%AD%A6%E4%B9%A0%E7%AE%97%E6%B3%95%E7%AF%87%E9%82%A3%E4%BA%9B%E4%BD%A0%E4%B8%8D%E7%9F%A5%E9%81%93%E7%9A%84%E4%BA%8B
三、【关于 深度学习算法篇】那些你不知道的事https://github.com/F2-Song/NLP-Interview-Notes#%E4%B8%89%E5%85%B3%E4%BA%8E-%E6%B7%B1%E5%BA%A6%E5%AD%A6%E4%B9%A0%E7%AE%97%E6%B3%95%E7%AF%87%E9%82%A3%E4%BA%9B%E4%BD%A0%E4%B8%8D%E7%9F%A5%E9%81%93%E7%9A%84%E4%BA%8B
九、【关于 Python 】那些你不知道的事https://github.com/F2-Song/NLP-Interview-Notes#%E4%B9%9D%E5%85%B3%E4%BA%8E-python-%E9%82%A3%E4%BA%9B%E4%BD%A0%E4%B8%8D%E7%9F%A5%E9%81%93%E7%9A%84%E4%BA%8B
十、【关于 Tensorflow 】那些你不知道的事https://github.com/F2-Song/NLP-Interview-Notes#%E5%8D%81%E5%85%B3%E4%BA%8E-tensorflow-%E9%82%A3%E4%BA%9B%E4%BD%A0%E4%B8%8D%E7%9F%A5%E9%81%93%E7%9A%84%E4%BA%8B
sponsorship 赞助https://github.com/F2-Song/NLP-Interview-Notes#sponsorship-%E8%B5%9E%E5%8A%A9
https://github.com/F2-Song/NLP-Interview-Notes#手机版-nlp-百面百搭
手机版NLP百面百搭https://mp.weixin.qq.com/s?__biz=MzAxMTU5Njg4NQ==&mid=100005719&idx=3&sn=5d8e62993e5ecd4582703684c0d12e44&chksm=1bbff26d2cc87b7bf2504a8a4cafc60919d722b6e9acbcee81a626924d80f53a49301df9bd97&scene=18#wechat_redirect
https://github.com/F2-Song/NLP-Interview-Notes#内容框架
【关于 NLP 技巧】那些你不知道的事https://github.com/F2-Song/NLP-Interview-Notes/blob/main/Trick
https://github.com/F2-Song/NLP-Interview-Notes#五关于-nlp-技巧那些你不知道的事
【关于 少样本问题】那些你不知道的事https://github.com/F2-Song/NLP-Interview-Notes/blob/main/Trick/SmallSampleProblem
https://github.com/F2-Song/NLP-Interview-Notes#51-关于-少样本问题那些你不知道的事
【关于 EDA 】那些你不知道的事https://github.com/F2-Song/NLP-Interview-Notes/blob/main/Trick/SmallSampleProblem/EDA/eda.md
【关于 主动学习 】那些你不知道的事https://github.com/F2-Song/NLP-Interview-Notes/blob/main/Trick/SmallSampleProblem/activeLearn/readme.md
【关于 数据增强 之 对抗训练】 那些你不知道的事https://github.com/F2-Song/NLP-Interview-Notes/blob/main/Trick/SmallSampleProblem/AdversarialTraining/AdversarialTraining.md
【关于 脏数据】那些你不知道的事https://github.com/F2-Song/NLP-Interview-Notes/blob/main/Trick/noisy_label_learning
https://github.com/F2-Song/NLP-Interview-Notes#52-关于-脏数据那些你不知道的事
【关于 “脏数据”处理】那些你不知道的事https://github.com/F2-Song/NLP-Interview-Notes/blob/main/Trick/noisy_label_learning
【关于 炼丹炉】那些你不知道的事https://github.com/F2-Song/NLP-Interview-Notes/blob/main/Trick
https://github.com/F2-Song/NLP-Interview-Notes#53-关于-炼丹炉那些你不知道的事
【关于 batch_size设置】那些你不知道的事https://articles.zsxq.com/id_64423hvlqv6w.html
【关于 早停法 EarlyStopping 】那些你不知道的事https://github.com/F2-Song/NLP-Interview-Notes/blob/main/Trick/EarlyStopping
https://github.com/F2-Song/NLP-Interview-Notes#54-关于-早停法-earlystopping-那些你不知道的事
【关于 早停法 EarlyStopping 】那些你不知道的事https://github.com/F2-Song/NLP-Interview-Notes/blob/main/Trick/EarlyStopping
【关于 标签平滑法 LabelSmoothing 】那些你不知道的事https://github.com/F2-Song/NLP-Interview-Notes/blob/main/Trick/LabelSmoothing
https://github.com/F2-Song/NLP-Interview-Notes#55-关于-标签平滑法-labelsmoothing-那些你不知道的事
【关于 标签平滑法 LabelSmoothing 】那些你不知道的事https://github.com/F2-Song/NLP-Interview-Notes/blob/main/Trick/LabelSmoothing
【关于 Bert Trick】 那些你不知道的事https://github.com/F2-Song/NLP-Interview-Notes/blob/main/Trick/Bert_trick
https://github.com/F2-Song/NLP-Interview-Notes#56-关于-bert-trick-那些你不知道的事
【关于 Bert 未登录词处理】 那些你不知道的事https://github.com/F2-Song/NLP-Interview-Notes/blob/main/Trick/Bert_trick/Bert_UNK_process
【关于BERT在输入层引入额外特征】 那些你不知道的事https://github.com/F2-Song/NLP-Interview-Notes/blob/main/Trick/Bert_trick/Bert_import_new_features
【关于BERT 继续预训练】 那些你不知道的事https://github.com/F2-Song/NLP-Interview-Notes/blob/main/Trick/Bert_trick/Bert_continual_pre_training
【关于BERT如何处理篇章级长文本】那些你不知道的事https://articles.zsxq.com/id_e5aaclwgbwue.html
【关于 Tuning 】那些你不知道的事https://articles.zsxq.com/id_0dwe6olrn4uw.html
https://github.com/F2-Song/NLP-Interview-Notes#六-关于-tuning-那些你不知道的事
【关于 Prompt】 那些你不知道的事https://articles.zsxq.com/id_0dwe6olrn4uw.html
【关于Prompt之文本生成】 那些你不知道的事https://articles.zsxq.com/id_po1gopdolinx.html
【关于 LoRA】那些你不知道的事https://articles.zsxq.com/id_da8pumsjwbqw.html
PEFT: State-of-the-art Parameter-Efficient Fine-Tuning 百面百搭https://articles.zsxq.com/id_2r4w85eov81e.html
【关于 LLMs】那些你不知道的事https://articles.zsxq.com/id_0dwe6olrn4uw.html
https://github.com/F2-Song/NLP-Interview-Notes#七关于-llms那些你不知道的事
【关于 GPT / GPT-2 / GPT-3 / InstructGPT 】那些你不知道的事https://articles.zsxq.com/id_ik77qgnqtk6w.html
【每日一面】现在达模型LLM，微调方式有哪些？各有什么优缺点？https://articles.zsxq.com/id_i6uv0mtg4mah.html
【NLP百面百搭】LLM若干问题备忘https://articles.zsxq.com/id_gon71zogm6k9.html
【NLP百面百搭】为什么现在的LLM都是Decoder only的架构？https://articles.zsxq.com/id_wgoabuow5m1t.html
【关于 GLM：ChatGLM的基座模型】那些你不知道的事https://articles.zsxq.com/id_bwx8btw6h2p1.html
【关于 AIGC】那些你不知道的事https://articles.zsxq.com/id_27ik7238mia9.html
https://github.com/F2-Song/NLP-Interview-Notes#八-关于-aigc那些你不知道的事
【关于 AIGC】那些你不知道的事https://articles.zsxq.com/id_27ik7238mia9.html
【关于 NLP 学习算法】那些你不知道的事https://github.com/F2-Song/NLP-Interview-Notes/blob/main/NLPinterview
https://github.com/F2-Song/NLP-Interview-Notes#四关于-nlp-学习算法那些你不知道的事
【关于 信息抽取】那些你不知道的事https://github.com/F2-Song/NLP-Interview-Notes/blob/main/NLPinterview/NER
https://github.com/F2-Song/NLP-Interview-Notes#41-关于-信息抽取那些你不知道的事
【关于 命名实体识别】那些你不知道的事https://github.com/F2-Song/NLP-Interview-Notes/blob/main/NLPinterview/NER
https://github.com/F2-Song/NLP-Interview-Notes#411-关于-命名实体识别那些你不知道的事
【关于 HMM->MEMM->CRF】那些你不知道的事https://github.com/F2-Song/NLP-Interview-Notes/blob/main/NLPinterview/ner/crf
【关于 DNN-CRF】那些你不知道的事https://github.com/F2-Song/NLP-Interview-Notes/blob/main/NLPinterview/ner/DNN/readme.md
【关于 中文领域 NER】 那些你不知道的事https://wx.zsxq.com/dweb2/index/columns/51112141255244
【关于 命名实体识别 trick 】那些你不知道的事https://wx.zsxq.com/dweb2/index/columns/51112141255244
【关于 关系抽取】那些你不知道的事https://articles.zsxq.com/id_0uqcsdxwhg8c.html
https://github.com/F2-Song/NLP-Interview-Notes#412-关于-关系抽取那些你不知道的事
【关于 关系抽取】那些你不知道的事https://articles.zsxq.com/id_0uqcsdxwhg8c.html
【关于 事件抽取】那些你不知道的事https://github.com/F2-Song/NLP-Interview-Notes/blob/main/NLPinterview/EventExtraction
https://github.com/F2-Song/NLP-Interview-Notes#413-关于-事件抽取那些你不知道的事
【关于 事件抽取】那些你不知道的事https://github.com/F2-Song/NLP-Interview-Notes/blob/main/NLPinterview/EventExtraction
【关于 NLP 预训练算法】那些你不知道的事https://github.com/F2-Song/NLP-Interview-Notes/blob/main/NLPinterview/PreTraining
https://github.com/F2-Song/NLP-Interview-Notes#42-关于-nlp-预训练算法那些你不知道的事
【关于TF-idf】那些你不知道的事https://github.com/F2-Song/NLP-Interview-Notes/blob/main/NLPinterview/PreTraining/tfidf
【关于word2vec】那些你不知道的事https://github.com/F2-Song/NLP-Interview-Notes/blob/main/NLPinterview/PreTraining/word2vec
【关于FastText】那些你不知道的事https://github.com/F2-Song/NLP-Interview-Notes/blob/main/NLPinterview/PreTraining/fasttext
【关于Elmo】那些你不知道的事https://github.com/F2-Song/NLP-Interview-Notes/blob/main/NLPinterview/PreTraining/elmo
【关于Bert】那些你不知道的事https://github.com/F2-Song/NLP-Interview-Notes/blob/main/NLPinterview/PreTraining/bert
【关于Bert】那些你不知道的事https://github.com/F2-Song/NLP-Interview-Notes/blob/main/NLPinterview/PreTraining/bert/readme.md
【关于 Bert 源码解析I 之 主体篇】那些你不知道的事https://github.com/F2-Song/NLP-Interview-Notes/blob/main/NLPinterview/PreTraining/bert/bertCode1_modeling.md
【关于 Bert 源码解析II 之 预训练篇】那些你不知道的事https://github.com/F2-Song/NLP-Interview-Notes/blob/main/NLPinterview/PreTraining/bert/bertCode2_pretraining.md
【关于 Bert 源码解析III 之 微调篇】那些你不知道的事https://github.com/F2-Song/NLP-Interview-Notes/blob/main/NLPinterview/PreTraining/bert/bertCode3_fineTune.md
【关于 Bert 源码解析IV 之 句向量生成篇】那些你不知道的事https://github.com/F2-Song/NLP-Interview-Notes/blob/main/NLPinterview/PreTraining/bert/bertCode4_word2embedding.md
【关于 Bert 源码解析V 之 文本相似度篇】那些你不知道的事https://github.com/F2-Song/NLP-Interview-Notes/blob/main/NLPinterview/PreTraining/bert/bertCode5_similarity.md
【关于 Bert 模型压缩 系列算法】那些你不知道的事https://articles.zsxq.com/id_bknkkgtxj45f.html
【关于 Bert 模型压缩 系列算法】那些你不知道的事https://articles.zsxq.com/id_bknkkgtxj45f.html
【关于 Distilling Task-Specific Knowledge from BERT into Simple Neural Networks】那些你不知道的事https://github.com/F2-Song/NLP-Interview-Notes/blob/main/NLPinterview/PreTraining/bert_zip/BERTintoSimpleNeuralNetworks
【关于 大 Bert 模型系列算法】 那些你不知道的事https://articles.zsxq.com/id_bsqbmanv6upr.html
【关于 文本分类】那些你不知道的事https://github.com/F2-Song/NLP-Interview-Notes/blob/main/NLPinterview/textclassifier
https://github.com/F2-Song/NLP-Interview-Notes#43-关于-文本分类那些你不知道的事
【关于 文本分类】那些你不知道的事https://github.com/F2-Song/NLP-Interview-Notes/blob/main/NLPinterview/textclassifier/TextClassification
【关于 文本分类 trick 】那些你不知道的事https://articles.zsxq.com/id_jcs3manhpbd9.html
【关于 用检索的方式做文本分类 】 那些你不知道的事https://articles.zsxq.com/id_tln637w4a3sg.html
【关于 文本匹配】那些你不知道的事https://github.com/F2-Song/NLP-Interview-Notes/blob/main/NLPinterview/TextMatch
https://github.com/F2-Song/NLP-Interview-Notes#44-关于-文本匹配那些你不知道的事
【关于 文本匹配模型 ESIM 】那些你不知道的事https://github.com/F2-Song/NLP-Interview-Notes/blob/main/NLPinterview/TextMatch/ESIM
【关于 语义相似度匹配任务中的 BERT】 那些你不知道的事https://github.com/F2-Song/NLP-Interview-Notes/blob/main/NLPinterview/TextMatch/bert_similairity
【关于 问答系统】那些你不知道的事https://github.com/F2-Song/NLP-Interview-Notes/blob/main/NLPinterview/QA
https://github.com/F2-Song/NLP-Interview-Notes#45-关于-问答系统那些你不知道的事
【关于 FAQ 检索式问答系统】 那些你不知道的事https://github.com/F2-Song/NLP-Interview-Notes/blob/main/NLPinterview/QA/FAQ
https://github.com/F2-Song/NLP-Interview-Notes#451-关于-faq-检索式问答系统-那些你不知道的事
【关于 FAQ 检索式问答系统】 那些你不知道的事https://articles.zsxq.com/id_vtkf1m0gq2or.html
【关于 问答系统工具篇】 那些你不知道的事https://github.com/F2-Song/NLP-Interview-Notes/blob/main/NLPinterview/QA/Faiss
https://github.com/F2-Song/NLP-Interview-Notes#452-关于-问答系统工具篇-那些你不知道的事
【关于 Faiss 】 那些你不知道的事https://github.com/F2-Song/NLP-Interview-Notes/blob/main/NLPinterview/QA/Faiss
【关于 对话系统】那些你不知道的事https://articles.zsxq.com/id_kz2t0faje3jw.html
https://github.com/F2-Song/NLP-Interview-Notes#46-关于-对话系统那些你不知道的事
【关于 对话系统】那些你不知道的事https://articles.zsxq.com/id_kz2t0faje3jw.html
【关于 RASA】那些你不知道的事https://github.com/F2-Song/NLP-Interview-Notes/blob/main/NLPinterview/DialogueSystem/Rasa
【关于 知识图谱】那些你不知道的事https://github.com/F2-Song/NLP-Interview-Notes/blob/main/NLPinterview/KG
https://github.com/F2-Song/NLP-Interview-Notes#47-关于-知识图谱那些你不知道的事
【关于 知识图谱】 那些你不知道的事https://github.com/F2-Song/NLP-Interview-Notes/blob/main/NLPinterview/KG
https://github.com/F2-Song/NLP-Interview-Notes#471-关于-知识图谱-那些你不知道的事
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https://github.com/F2-Song/NLP-Interview-Notes#472-关于-kbqa那些你不知道的事
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【关于 Neo4j】那些你不知道的事https://github.com/F2-Song/NLP-Interview-Notes/blob/main/NLPinterview/KG/neo4j
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https://github.com/F2-Song/NLP-Interview-Notes#410--nlp百面百搭-之-文本纠错篇
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https://github.com/F2-Song/NLP-Interview-Notes#411-关于-文本摘要-那些你不知道的事
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【关于 BatchNorm vs LayerNorm】那些你不知道的事https://github.com/F2-Song/NLP-Interview-Notes/blob/main/BasicAlgorithm/BatchNormVsLayerNorm.md
【关于 激活函数】那些你不知道的事https://github.com/F2-Song/NLP-Interview-Notes/blob/main/BasicAlgorithm/%E6%BF%80%E6%B4%BB%E5%87%BD%E6%95%B0.md
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【关于 判别式（discriminative）模型 vs. 生成式(generative)模型】 那些你不知道的事https://github.com/F2-Song/NLP-Interview-Notes/blob/main/BasicAlgorithm/%E5%88%A4%E5%88%AB%E5%BC%8Fvs%E7%94%9F%E6%88%90%E5%BC%8F.md
【关于 机器学习算法篇】那些你不知道的事https://github.com/F2-Song/NLP-Interview-Notes/blob/main/MachineLearningAlgorithm
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【关于 逻辑回归】那些你不知道的事https://github.com/F2-Song/NLP-Interview-Notes/blob/main/MachineLearningAlgorithm/%E9%80%BB%E8%BE%91%E5%9B%9E%E5%BD%92.md
【关于 支持向量机】 那些你不知道的事https://github.com/F2-Song/NLP-Interview-Notes/blob/main/MachineLearningAlgorithm/%E6%94%AF%E6%8C%81%E5%90%91%E9%87%8F%E6%9C%BA.md
【关于 集成学习】那些你不知道的事https://github.com/F2-Song/NLP-Interview-Notes/blob/main/MachineLearningAlgorithm/%E9%9B%86%E6%88%90%E5%AD%A6%E4%B9%A0.md
【关于 深度学习算法篇】那些你不知道的事https://github.com/F2-Song/NLP-Interview-Notes/blob/main/DeepLearningAlgorithm
https://github.com/F2-Song/NLP-Interview-Notes#三关于-深度学习算法篇那些你不知道的事
【关于 CNN 】那些你不知道的事https://github.com/F2-Song/NLP-Interview-Notes/blob/main/DeepLearningAlgorithm/cnn
【关于 Attention 】那些你不知道的事https://github.com/F2-Song/NLP-Interview-Notes/blob/main/DeepLearningAlgorithm/attention
【关于 Transformer面试题】那些你不知道的事https://github.com/F2-Song/NLP-Interview-Notes/blob/main/DeepLearningAlgorithm/transformer
【关于 Transformer】那些你不知道的事https://github.com/F2-Song/NLP-Interview-Notes/blob/main/DeepLearningAlgorithm/transformer/readme.md
【关于 Transformer 问题及改进】那些你不知道的事https://github.com/F2-Song/NLP-Interview-Notes/blob/main/DeepLearningAlgorithm/transformer/transformer_error.md
【关于 生成对抗网络 GAN 】 那些你不知道的事https://github.com/F2-Song/NLP-Interview-Notes/blob/main/DeepLearningAlgorithm/adversarial_training_study/readme.md
【关于 RNN】那些你不知道的事https://github.com/km1994/NLP-Interview-Notes/tree/main/DeepLearningAlgorithm/rnn#%E5%85%B3%E4%BA%8E-rnn%E9%82%A3%E4%BA%9B%E4%BD%A0%E4%B8%8D%E7%9F%A5%E9%81%93%E7%9A%84%E4%BA%8B
【关于 Python 】那些你不知道的事https://github.com/F2-Song/NLP-Interview-Notes/blob/main/python
https://github.com/F2-Song/NLP-Interview-Notes#九关于-python-那些你不知道的事
【关于 Python 】那些你不知道的事https://github.com/F2-Song/NLP-Interview-Notes/blob/main/python
【关于 Tensorflow 】那些你不知道的事https://github.com/F2-Song/NLP-Interview-Notes/blob/main/Tensorflow
https://github.com/F2-Song/NLP-Interview-Notes#十关于-tensorflow-那些你不知道的事
【关于 Tensorflow 损失函数】 那些你不知道的事https://github.com/F2-Song/NLP-Interview-Notes/blob/main/Tensorflow/loss_study
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