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Title: GitHub - mark5282/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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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
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【关于 NLP】百问百答https://github.com/mark5282/NLP-Interview-Notes#%E5%85%B3%E4%BA%8E-nlp%E7%99%BE%E9%97%AE%E7%99%BE%E7%AD%94
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目录架构https://github.com/mark5282/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/mark5282/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/mark5282/NLP-Interview-Notes#%E5%86%85%E5%AE%B9%E6%A1%86%E6%9E%B6
一、【关于 基础算法篇】那些你不知道的事https://github.com/mark5282/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/mark5282/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/mark5282/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
四、【关于 NLP 学习算法】那些你不知道的事https://github.com/mark5282/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/mark5282/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/mark5282/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/mark5282/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/mark5282/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/mark5282/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/mark5282/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/mark5282/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/mark5282/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/mark5282/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/mark5282/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/mark5282/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/mark5282/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/mark5282/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/mark5282/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/mark5282/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/mark5282/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/mark5282/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 【关于 数据挖掘】那些你不知道的事https://github.com/mark5282/NLP-Interview-Notes#410--%E5%85%B3%E4%BA%8E-%E6%95%B0%E6%8D%AE%E6%8C%96%E6%8E%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
五、【关于 NLP 技巧】那些你不知道的事https://github.com/mark5282/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/mark5282/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/mark5282/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/mark5282/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/mark5282/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/mark5282/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如何处理篇章级长文本】那些你不知道的事https://github.com/mark5282/NLP-Interview-Notes#56-%E5%85%B3%E4%BA%8Ebert%E5%A6%82%E4%BD%95%E5%A4%84%E7%90%86%E7%AF%87%E7%AB%A0%E7%BA%A7%E9%95%BF%E6%96%87%E6%9C%AC%E9%82%A3%E4%BA%9B%E4%BD%A0%E4%B8%8D%E7%9F%A5%E9%81%93%E7%9A%84%E4%BA%8B
5.7 【关于 Bert Trick】 那些你不知道的事https://github.com/mark5282/NLP-Interview-Notes#57-%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
5.7.1 【关于 Bert 未登录词处理】 那些你不知道的事https://github.com/mark5282/NLP-Interview-Notes#571-%E5%85%B3%E4%BA%8E-bert-%E6%9C%AA%E7%99%BB%E5%BD%95%E8%AF%8D%E5%A4%84%E7%90%86-%E9%82%A3%E4%BA%9B%E4%BD%A0%E4%B8%8D%E7%9F%A5%E9%81%93%E7%9A%84%E4%BA%8B
5.7.2 【关于BERT在输入层引入额外特征】 那些你不知道的事https://github.com/mark5282/NLP-Interview-Notes#572-%E5%85%B3%E4%BA%8Ebert%E5%9C%A8%E8%BE%93%E5%85%A5%E5%B1%82%E5%BC%95%E5%85%A5%E9%A2%9D%E5%A4%96%E7%89%B9%E5%BE%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
六、【关于 Python 】那些你不知道的事https://github.com/mark5282/NLP-Interview-Notes#%E5%85%AD%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
七、【关于 Tensorflow 】那些你不知道的事https://github.com/mark5282/NLP-Interview-Notes#%E4%B8%83%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
https://github.com/mark5282/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/mark5282/NLP-Interview-Notes#内容框架
【关于 基础算法篇】那些你不知道的事https://github.com/mark5282/NLP-Interview-Notes/blob/main/BasicAlgorithm
https://github.com/mark5282/NLP-Interview-Notes#一关于-基础算法篇那些你不知道的事
【关于 过拟合和欠拟合】那些你不知道的事https://github.com/mark5282/NLP-Interview-Notes/blob/main/BasicAlgorithm/%E8%BF%87%E6%8B%9F%E5%90%88%E5%92%8C%E6%AC%A0%E6%8B%9F%E5%90%88.md
【关于 BatchNorm vs LayerNorm】那些你不知道的事https://github.com/mark5282/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/mark5282/NLP-Interview-Notes/blob/main/BasicAlgorithm/%E6%BF%80%E6%B4%BB%E5%87%BD%E6%95%B0.md
【关于 正则化】那些你不知道的事https://github.com/mark5282/NLP-Interview-Notes/blob/main/BasicAlgorithm/%E6%AD%A3%E5%88%99%E5%8C%96.md
【关于 优化算法及函数】那些你不知道的事https://github.com/mark5282/NLP-Interview-Notes/blob/main/BasicAlgorithm/%E4%BC%98%E5%8C%96%E7%AE%97%E6%B3%95%E5%8F%8A%E5%87%BD%E6%95%B0.md
【关于 归一化】那些你不知道的事https://github.com/mark5282/NLP-Interview-Notes/blob/main/BasicAlgorithm/%E5%BD%92%E4%B8%80%E5%8C%96.md
【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/mark5282/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/mark5282/NLP-Interview-Notes/blob/main/MachineLearningAlgorithm
https://github.com/mark5282/NLP-Interview-Notes#二关于-机器学习算法篇那些你不知道的事
【关于 逻辑回归】那些你不知道的事https://github.com/mark5282/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/mark5282/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/mark5282/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/mark5282/NLP-Interview-Notes/blob/main/DeepLearningAlgorithm
https://github.com/mark5282/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/mark5282/NLP-Interview-Notes/blob/main/DeepLearningAlgorithm/cnn
【关于 Attention 】那些你不知道的事https://github.com/mark5282/NLP-Interview-Notes/blob/main/DeepLearningAlgorithm/attention
【关于 Transformer面试题】那些你不知道的事https://github.com/mark5282/NLP-Interview-Notes/blob/main/DeepLearningAlgorithm/transformer
【关于 Transformer】那些你不知道的事https://github.com/mark5282/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/mark5282/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/mark5282/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 NLP 学习算法】那些你不知道的事https://github.com/mark5282/NLP-Interview-Notes/blob/main/NLPinterview
https://github.com/mark5282/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/mark5282/NLP-Interview-Notes/blob/main/NLPinterview/NER
https://github.com/mark5282/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/mark5282/NLP-Interview-Notes/blob/main/NLPinterview/NER
https://github.com/mark5282/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/mark5282/NLP-Interview-Notes/blob/main/NLPinterview/ner/crf
【关于 DNN-CRF】那些你不知道的事https://github.com/mark5282/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://github.com/mark5282/NLP-Interview-Notes/blob/main/NLPinterview/ner/ChineseNer/readme.md
【关于 命名实体识别 trick 】那些你不知道的事https://github.com/mark5282/NLP-Interview-Notes/blob/main/NLPinterview/ner/NERtrick/NERtrick.md
【关于 关系抽取】那些你不知道的事https://github.com/mark5282/NLP-Interview-Notes/blob/main/NLPinterview/RelationExtraction
https://github.com/mark5282/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://github.com/mark5282/NLP-Interview-Notes/blob/main/NLPinterview/RelationExtraction
【关于 事件抽取】那些你不知道的事https://github.com/mark5282/NLP-Interview-Notes/blob/main/NLPinterview/EventExtraction
https://github.com/mark5282/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/mark5282/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/mark5282/NLP-Interview-Notes/blob/main/NLPinterview/PreTraining
https://github.com/mark5282/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/mark5282/NLP-Interview-Notes/blob/main/NLPinterview/PreTraining/tfidf
【关于word2vec】那些你不知道的事https://github.com/mark5282/NLP-Interview-Notes/blob/main/NLPinterview/PreTraining/word2vec
【关于FastText】那些你不知道的事https://github.com/mark5282/NLP-Interview-Notes/blob/main/NLPinterview/PreTraining/fasttext
【关于Elmo】那些你不知道的事https://github.com/mark5282/NLP-Interview-Notes/blob/main/NLPinterview/PreTraining/elmo
【关于Bert】那些你不知道的事https://github.com/mark5282/NLP-Interview-Notes/blob/main/NLPinterview/PreTraining/bert
【关于Bert】那些你不知道的事https://github.com/mark5282/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/mark5282/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/mark5282/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/mark5282/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/mark5282/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/mark5282/NLP-Interview-Notes/blob/main/NLPinterview/PreTraining/bert/bertCode5_similarity.md
【关于 小 Bert 模型系列算法】那些你不知道的事https://github.com/mark5282/NLP-Interview-Notes/blob/main/NLPinterview/PreTraining/bert_zip
【关于 小 Bert 模型系列算法】那些你不知道的事https://github.com/mark5282/NLP-Interview-Notes/blob/main/NLPinterview/PreTraining/bert_zip
【关于 Distilling Task-Specific Knowledge from BERT into Simple Neural Networks】那些你不知道的事https://github.com/mark5282/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://github.com/mark5282/NLP-Interview-Notes/blob/main/NLPinterview/PreTraining/bert_big
【关于 文本分类】那些你不知道的事https://github.com/mark5282/NLP-Interview-Notes/blob/main/NLPinterview/textclassifier
https://github.com/mark5282/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/mark5282/NLP-Interview-Notes/blob/main/NLPinterview/textclassifier/TextClassification
【关于 文本分类 trick 】那些你不知道的事https://github.com/mark5282/NLP-Interview-Notes/blob/main/NLPinterview/textclassifier/ClassifierTrick
【关于 用检索的方式做文本分类 】 那些你不知道的事https://github.com/mark5282/NLP-Interview-Notes/blob/main/NLPinterview/textclassifier/Retrieval2Classifier
【关于 文本匹配】那些你不知道的事https://github.com/mark5282/NLP-Interview-Notes/blob/main/NLPinterview/TextMatch
https://github.com/mark5282/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/mark5282/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/mark5282/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/mark5282/NLP-Interview-Notes/blob/main/NLPinterview/QA
https://github.com/mark5282/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/mark5282/NLP-Interview-Notes/blob/main/NLPinterview/QA/FAQ
https://github.com/mark5282/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://github.com/mark5282/NLP-Interview-Notes/blob/main/NLPinterview/QA/FAQ
【关于 问答系统工具篇】 那些你不知道的事https://github.com/mark5282/NLP-Interview-Notes/blob/main/NLPinterview/QA/Faiss
https://github.com/mark5282/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/mark5282/NLP-Interview-Notes/blob/main/NLPinterview/QA/Faiss
【关于 对话系统】那些你不知道的事https://github.com/mark5282/NLP-Interview-Notes/blob/main/NLPinterview/DialogueSystem
https://github.com/mark5282/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://github.com/mark5282/NLP-Interview-Notes/blob/main/NLPinterview/DialogueSystem
【关于 RASA】那些你不知道的事https://github.com/mark5282/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/mark5282/NLP-Interview-Notes/blob/main/NLPinterview/KG
https://github.com/mark5282/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/mark5282/NLP-Interview-Notes/blob/main/NLPinterview/KG
https://github.com/mark5282/NLP-Interview-Notes#471-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/mark5282/NLP-Interview-Notes/blob/main/NLPinterview/KG
【关于 KBQA】那些你不知道的事https://github.com/mark5282/NLP-Interview-Notes/blob/main/NLPinterview/KG/KBQA
https://github.com/mark5282/NLP-Interview-Notes#472-关于-kbqa那些你不知道的事
【关于 KBQA】那些你不知道的事https://github.com/mark5282/NLP-Interview-Notes/blob/main/NLPinterview/KG/KBQA
【关于 Neo4j】那些你不知道的事https://github.com/mark5282/NLP-Interview-Notes/blob/main/NLPinterview/KG/neo4j
https://github.com/mark5282/NLP-Interview-Notes#473-关于-neo4j那些你不知道的事
【关于 Neo4j】那些你不知道的事https://github.com/mark5282/NLP-Interview-Notes/blob/main/NLPinterview/KG/neo4j
【关于 文本摘要】 那些你不知道的事https://github.com/mark5282/NLP-Interview-Notes/blob/main/NLPinterview/summary
https://github.com/mark5282/NLP-Interview-Notes#48-关于-文本摘要-那些你不知道的事
【关于 文本摘要】 那些你不知道的事https://github.com/mark5282/NLP-Interview-Notes/blob/main/NLPinterview/summary
【关于 知识表示学习】那些你不知道的事https://github.com/mark5282/NLP-Interview-Notes/blob/main/NLPinterview/KnowledgeRepresentation
https://github.com/mark5282/NLP-Interview-Notes#49-关于-知识表示学习那些你不知道的事
【关于 数据挖掘】那些你不知道的事https://github.com/mark5282/NLP-Interview-Notes/blob/main/NLPinterview/KnowledgeRepresentation
【关于 数据挖掘】那些你不知道的事https://github.com/mark5282/NLP-Interview-Notes/blob/main/NLPinterview/TextMining
https://github.com/mark5282/NLP-Interview-Notes#410--关于-数据挖掘那些你不知道的事
【关于 数据挖掘】那些你不知道的事https://github.com/mark5282/NLP-Interview-Notes/blob/main/NLPinterview/TextMining
【关于 NLP 技巧】那些你不知道的事https://github.com/mark5282/NLP-Interview-Notes/blob/main/Trick
https://github.com/mark5282/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/mark5282/NLP-Interview-Notes/blob/main/Trick/SmallSampleProblem
https://github.com/mark5282/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/mark5282/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/mark5282/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/mark5282/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/mark5282/NLP-Interview-Notes/blob/main/Trick/noisy_label_learning
https://github.com/mark5282/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/mark5282/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/mark5282/NLP-Interview-Notes/blob/main/Trick
https://github.com/mark5282/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://github.com/mark5282/NLP-Interview-Notes/blob/main/Trick/batch_size
【关于 早停法 EarlyStopping 】那些你不知道的事https://github.com/mark5282/NLP-Interview-Notes/blob/main/Trick/EarlyStopping
https://github.com/mark5282/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/mark5282/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/mark5282/NLP-Interview-Notes/blob/main/Trick/LabelSmoothing
https://github.com/mark5282/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/mark5282/NLP-Interview-Notes/blob/main/Trick/LabelSmoothing
【关于BERT如何处理篇章级长文本】那些你不知道的事https://github.com/mark5282/NLP-Interview-Notes/blob/main/Trick/long_paper
https://github.com/mark5282/NLP-Interview-Notes#56-关于bert如何处理篇章级长文本那些你不知道的事
一、动机https://github.com/mark5282/NLP-Interview-Notes#%E4%B8%80%E5%8A%A8%E6%9C%BA
二、为什么 Bert 不能 处理 长文本？https://github.com/mark5282/NLP-Interview-Notes#%E4%BA%8C%E4%B8%BA%E4%BB%80%E4%B9%88-bert-%E4%B8%8D%E8%83%BD-%E5%A4%84%E7%90%86-%E9%95%BF%E6%96%87%E6%9C%AC
三、解决方法https://github.com/mark5282/NLP-Interview-Notes#%E4%B8%89%E8%A7%A3%E5%86%B3%E6%96%B9%E6%B3%95
3.1 处理方法https://github.com/mark5282/NLP-Interview-Notes#31-%E5%A4%84%E7%90%86%E6%96%B9%E6%B3%95
3.2 从 消除限制角度 处理https://github.com/mark5282/NLP-Interview-Notes#32-%E4%BB%8E-%E6%B6%88%E9%99%A4%E9%99%90%E5%88%B6%E8%A7%92%E5%BA%A6-%E5%A4%84%E7%90%86
3.2.1 从 消除限制角度 处理 思路？https://github.com/mark5282/NLP-Interview-Notes#321-%E4%BB%8E-%E6%B6%88%E9%99%A4%E9%99%90%E5%88%B6%E8%A7%92%E5%BA%A6-%E5%A4%84%E7%90%86-%E6%80%9D%E8%B7%AF
3.2.2 从 消除限制角度 处理 如何处理？https://github.com/mark5282/NLP-Interview-Notes#322-%E4%BB%8E-%E6%B6%88%E9%99%A4%E9%99%90%E5%88%B6%E8%A7%92%E5%BA%A6-%E5%A4%84%E7%90%86-%E5%A6%82%E4%BD%95%E5%A4%84%E7%90%86
3.3 从 语料角度 处理https://github.com/mark5282/NLP-Interview-Notes#33-%E4%BB%8E-%E8%AF%AD%E6%96%99%E8%A7%92%E5%BA%A6-%E5%A4%84%E7%90%86
3.2.1 从 语料角度 处理 思路？https://github.com/mark5282/NLP-Interview-Notes#321-%E4%BB%8E-%E8%AF%AD%E6%96%99%E8%A7%92%E5%BA%A6-%E5%A4%84%E7%90%86-%E6%80%9D%E8%B7%AF
3.2.2 从 语料角度 处理 如何处理？https://github.com/mark5282/NLP-Interview-Notes#322-%E4%BB%8E-%E8%AF%AD%E6%96%99%E8%A7%92%E5%BA%A6-%E5%A4%84%E7%90%86-%E5%A6%82%E4%BD%95%E5%A4%84%E7%90%86
3.2.2.1 Clipping（截断法）https://github.com/mark5282/NLP-Interview-Notes#3221-clipping%E6%88%AA%E6%96%AD%E6%B3%95
3.2.2.1.1 Clipping（截断法）分类https://github.com/mark5282/NLP-Interview-Notes#32211-clipping%E6%88%AA%E6%96%AD%E6%B3%95%E5%88%86%E7%B1%BB
3.2.2.1.2 Clipping（截断法） 如何选择https://github.com/mark5282/NLP-Interview-Notes#32212-clipping%E6%88%AA%E6%96%AD%E6%B3%95-%E5%A6%82%E4%BD%95%E9%80%89%E6%8B%A9
3.2.2.1.3 Clipping（截断法） 存在什么问题？https://github.com/mark5282/NLP-Interview-Notes#32213-clipping%E6%88%AA%E6%96%AD%E6%B3%95-%E5%AD%98%E5%9C%A8%E4%BB%80%E4%B9%88%E9%97%AE%E9%A2%98
3.2.2.2 Pooling（池化法）【注：引用至 何枝】https://github.com/mark5282/NLP-Interview-Notes#3222-pooling%E6%B1%A0%E5%8C%96%E6%B3%95%E6%B3%A8%E5%BC%95%E7%94%A8%E8%87%B3-%E4%BD%95%E6%9E%9D
3.2.2.2.1 Pooling（池化法）是什么？https://github.com/mark5282/NLP-Interview-Notes#32221-pooling%E6%B1%A0%E5%8C%96%E6%B3%95%E6%98%AF%E4%BB%80%E4%B9%88
3.2.2.2.2 Pooling（池化法）思路？https://github.com/mark5282/NLP-Interview-Notes#32222-pooling%E6%B1%A0%E5%8C%96%E6%B3%95%E6%80%9D%E8%B7%AF
3.2.2.2.3 Pooling（池化法）实战？https://github.com/mark5282/NLP-Interview-Notes#32223-pooling%E6%B1%A0%E5%8C%96%E6%B3%95%E5%AE%9E%E6%88%98
3.2.2.2.4 Pooling（池化法）缺点？https://github.com/mark5282/NLP-Interview-Notes#32224-pooling%E6%B1%A0%E5%8C%96%E6%B3%95%E7%BC%BA%E7%82%B9
3.2.2.3 划窗法https://github.com/mark5282/NLP-Interview-Notes#3223-%E5%88%92%E7%AA%97%E6%B3%95
3.2.2.3.1 划窗法 思路介绍https://github.com/mark5282/NLP-Interview-Notes#32231-%E5%88%92%E7%AA%97%E6%B3%95-%E6%80%9D%E8%B7%AF%E4%BB%8B%E7%BB%8D
3.2.2.3.2 划窗法 代码 实战https://github.com/mark5282/NLP-Interview-Notes#32232-%E5%88%92%E7%AA%97%E6%B3%95-%E4%BB%A3%E7%A0%81-%E5%AE%9E%E6%88%98
3.2.2.3.3 划窗法 缺点https://github.com/mark5282/NLP-Interview-Notes#32233-%E5%88%92%E7%AA%97%E6%B3%95-%E7%BC%BA%E7%82%B9
3.2.2.4 压缩法https://github.com/mark5282/NLP-Interview-Notes#3224-%E5%8E%8B%E7%BC%A9%E6%B3%95
3.2.2.4.1 压缩法 动机https://github.com/mark5282/NLP-Interview-Notes#32241-%E5%8E%8B%E7%BC%A9%E6%B3%95-%E5%8A%A8%E6%9C%BA
3.2.2.4.2 如何筛选出有效句子？https://github.com/mark5282/NLP-Interview-Notes#32242-%E5%A6%82%E4%BD%95%E7%AD%9B%E9%80%89%E5%87%BA%E6%9C%89%E6%95%88%E5%8F%A5%E5%AD%90
3.2.2.5 RNN（循环法）https://github.com/mark5282/NLP-Interview-Notes#3225-rnn%E5%BE%AA%E7%8E%AF%E6%B3%95
3.2.2.5.1 RNN（循环法）思路https://github.com/mark5282/NLP-Interview-Notes#32251-rnn%E5%BE%AA%E7%8E%AF%E6%B3%95%E6%80%9D%E8%B7%AF
3.4 从 模型角度 处理https://github.com/mark5282/NLP-Interview-Notes#34-%E4%BB%8E-%E6%A8%A1%E5%9E%8B%E8%A7%92%E5%BA%A6-%E5%A4%84%E7%90%86
3.4.1 从 模型角度 处理 介绍https://github.com/mark5282/NLP-Interview-Notes#341-%E4%BB%8E-%E6%A8%A1%E5%9E%8B%E8%A7%92%E5%BA%A6-%E5%A4%84%E7%90%86-%E4%BB%8B%E7%BB%8D
3.4.2 从 模型角度 处理 模型思路介绍https://github.com/mark5282/NLP-Interview-Notes#342-%E4%BB%8E-%E6%A8%A1%E5%9E%8B%E8%A7%92%E5%BA%A6-%E5%A4%84%E7%90%86-%E6%A8%A1%E5%9E%8B%E6%80%9D%E8%B7%AF%E4%BB%8B%E7%BB%8D
【关于 Bert Trick】 那些你不知道的事https://github.com/mark5282/NLP-Interview-Notes/blob/main/Trick/Bert_trick
https://github.com/mark5282/NLP-Interview-Notes#57-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/mark5282/NLP-Interview-Notes/blob/main/Trick/Bert_trick/Bert_UNK_process
https://github.com/mark5282/NLP-Interview-Notes#571-关于-bert-未登录词处理-那些你不知道的事
【关于BERT在输入层引入额外特征】 那些你不知道的事https://github.com/mark5282/NLP-Interview-Notes/blob/main/Trick/Bert_trick/Bert_import_new_features
https://github.com/mark5282/NLP-Interview-Notes#572-关于bert在输入层引入额外特征-那些你不知道的事
【关于 Python 】那些你不知道的事https://github.com/mark5282/NLP-Interview-Notes/blob/main/python
https://github.com/mark5282/NLP-Interview-Notes#六关于-python-那些你不知道的事
【关于 Python 】那些你不知道的事https://github.com/mark5282/NLP-Interview-Notes/blob/main/python
【关于 Tensorflow 】那些你不知道的事https://github.com/mark5282/NLP-Interview-Notes/blob/main/Tensorflow
https://github.com/mark5282/NLP-Interview-Notes#七关于-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/mark5282/NLP-Interview-Notes/blob/main/Tensorflow/loss_study
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