├── BasicAlgorithm ├── BatchNormVsLayerNorm.md ├── img │ ├── 1610160500583.png │ ├── 1610177872501.png │ ├── 20180404113714719.png │ ├── 20180404135638186.png │ ├── 20180404150134375.png │ ├── 20200812200223.png │ ├── 20200812200551.png │ ├── 20200812200740.png │ ├── 20200812203815.png │ ├── 20200812204613.png │ ├── 20200906192126.png │ ├── 20200906192221.png │ ├── 20200906192249.png │ ├── 20201223130440.png │ ├── 20201223130525.png │ ├── 20201223131020.png │ ├── 20201223131344.png │ ├── 20201223131446.png │ ├── 20201223131525.png │ ├── 20201223132028.png │ ├── 20201223132145.png │ ├── 20201223132445.png │ ├── 20201223132538.png │ ├── 20201223135451.png │ ├── 20201223135552.png │ ├── 20201223135720.png │ ├── 20201223135807.png │ ├── 20201223135855.png │ ├── 20201223140010.png │ ├── 20201223140135.png │ ├── 20201223140211.png │ ├── 20201223140304.png │ ├── 2021-01-06-16-16-19.png │ ├── 2021-01-06-16-16-50.png │ ├── 2021-01-06-16-21-27.png │ ├── 2021-01-06-16-22-53.png │ ├── 2021-01-06-16-25-42.png │ ├── 2021-01-06-16-29-17.png │ ├── 2021-01-06-16-30-53.png │ ├── 2021-01-06-16-37-37.png │ ├── BN在神经网络方向示意图.png │ ├── BatchNormvsLayerNorm.png │ ├── BatchNorm操作.png │ ├── CNN.png │ ├── LN在神经网络方向示意图.png │ ├── Normalization.png │ ├── batch_size.png │ ├── cnn-dilation-in_7_out_3.gif │ ├── eec076b0b1aec804c74f1e9b726832a.jpg │ ├── pr16808o61q24973o42q7rsqq88os391.jpg │ ├── 优化算法.png │ ├── 优化算法手写笔记_1.jpg │ ├── 优化算法手写笔记_2.jpg │ ├── 微信截图_20201228220004.png │ ├── 微信截图_20201228220429.png │ ├── 微信截图_20201228220549.png │ ├── 微信截图_20201228220848.png │ ├── 微信截图_20210203230623.png │ ├── 微信截图_20210203231140.png │ ├── 模型复杂度对欠拟合和过拟合影响.png │ ├── 正则化.png │ ├── 激活函数.png │ ├── 结构化风险最小化理解正则化_1.png │ ├── 结构化风险最小化理解正则化_2.png │ ├── 结构化风险最小化理解正则化_3.png │ ├── 过拟合和欠拟合.png │ ├── 过拟合欠拟合脑图.png │ └── 逻辑回归.png ├── xmind │ ├── xmind_new │ │ ├── BatchNorm vs LayerNorm.xmind │ │ ├── CNN.xmind │ │ ├── 【关于 判别式（discriminative）模型 vs. 生成式(generative)模型】 那些你不知道的事.xmind │ │ ├── 【关于 正则化】那些你不知道的事.xmind │ │ ├── 【关于归一化】那些的你不知道的事.xmind │ │ ├── 优化算法.xmind │ │ ├── 正则化.xmind │ │ ├── 激活函数.xmind │ │ ├── 过拟合和欠拟合.xmind │ │ └── 逻辑回归.xmind │ └── xmind_old │ │ ├── 20201221_过拟合和欠拟合.md │ │ ├── 20201222_正则化.md │ │ ├── 20201223_BatchNorm vs LayerNorm.md │ │ ├── 20201224_优化算法及函数.md │ │ ├── 20201225_激活函数.md │ │ ├── NLP每日一题（2020.12.22）正则化.xmind │ │ ├── NLP每日一题（2020.12.23）.xmind │ │ ├── NLP每日一题（2020.12.24）优化算法.xmind │ │ ├── NLP每日一题（2020.12.25）.xmind │ │ ├── NLP每日一题（2020.12.28）.xmind │ │ └── NLP每日一题（2021.01.06）.xmind ├── 优化算法及函数.md ├── 判别式vs生成式.md ├── 归一化.md ├── 正则化.md ├── 激活函数.md └── 过拟合和欠拟合.md ├── DeepLearningAlgorithm ├── adversarial_training_study │ ├── img │ │ ├── 微信截图_20200805232522.png │ │ └── 微信截图_20210203235123.png │ ├── readme.md │ └── xmind │ │ └── 【关于生成对抗网络GAN】那些你不知道的事.xmind ├── attention │ ├── img │ │ ├── 20200916164600.png │ │ ├── 20200916170948.png │ │ ├── 20200916171345.png │ │ ├── 20200916171708.png │ │ ├── 20200916172001.png │ │ ├── 20200916172200.png │ │ ├── 20200916172542.png │ │ ├── 20200916172726.png │ │ ├── 20200916172920.png │ │ ├── 20200916182920.png │ │ ├── 20200916183221.png │ │ ├── 下载.jfif │ │ └── 微信截图_20210203234353.png │ ├── readme.md │ └── xmind │ │ └── 【关于 Attention 】那些你不知道的事.xmind ├── cnn │ ├── img │ │ ├── 1610160500583.png │ │ ├── 1610177872501.png │ │ ├── 20180404113714719.png │ │ ├── 20180404135638186.png │ │ ├── 20180404150134375.png │ │ ├── 20200812200223.png │ │ ├── 20200812200551.png │ │ ├── 20200812200740.png │ │ ├── 20200812203815.png │ │ ├── 20200812204613.png │ │ ├── 20200906192126.png │ │ ├── 20200906192221.png │ │ ├── 20200906192249.png │ │ ├── 20201223130440.png │ │ ├── 20201223130525.png │ │ ├── 20201223131020.png │ │ ├── 20201223131344.png │ │ ├── 20201223131446.png │ │ ├── 20201223131525.png │ │ ├── 20201223132028.png │ │ ├── 20201223132145.png │ │ ├── 20201223132445.png │ │ ├── 20201223132538.png │ │ ├── 20201223135451.png │ │ ├── 20201223135552.png │ │ ├── 20201223135720.png │ │ ├── 20201223135807.png │ │ ├── 20201223135855.png │ │ ├── 20201223140010.png │ │ ├── 20201223140135.png │ │ ├── 20201223140211.png │ │ ├── 20201223140304.png │ │ ├── 2021-01-06-16-16-19.png │ │ ├── 2021-01-06-16-16-50.png │ │ ├── 2021-01-06-16-21-27.png │ │ ├── 2021-01-06-16-22-53.png │ │ ├── 2021-01-06-16-25-42.png │ │ ├── 2021-01-06-16-29-17.png │ │ ├── 2021-01-06-16-30-53.png │ │ ├── 2021-01-06-16-37-37.png │ │ ├── 20210105193358.png │ │ ├── 20210105193728.png │ │ ├── BN在神经网络方向示意图.png │ │ ├── BatchNormvsLayerNorm.png │ │ ├── BatchNorm操作.png │ │ ├── CNN.png │ │ ├── LN在神经网络方向示意图.png │ │ ├── Normalization.png │ │ ├── cnn-dilation-in_7_out_3.gif │ │ ├── eec076b0b1aec804c74f1e9b726832a.jpg │ │ ├── pr16808o61q24973o42q7rsqq88os391.jpg │ │ ├── 优化算法.png │ │ ├── 优化算法手写笔记_1.jpg │ │ ├── 优化算法手写笔记_2.jpg │ │ ├── 微信截图_20201228220004.png │ │ ├── 微信截图_20201228220429.png │ │ ├── 微信截图_20201228220549.png │ │ ├── 微信截图_20201228220848.png │ │ ├── 微信截图_20210203233936.png │ │ ├── 模型复杂度对欠拟合和过拟合影响.png │ │ ├── 正则化.png │ │ ├── 激活函数.png │ │ ├── 结构化风险最小化理解正则化_1.png │ │ ├── 结构化风险最小化理解正则化_2.png │ │ ├── 结构化风险最小化理解正则化_3.png │ │ ├── 过拟合和欠拟合.png │ │ ├── 过拟合欠拟合脑图.png │ │ └── 逻辑回归.png │ ├── readme.md │ └── xmind │ │ └── 【关于 CNN】那些你不知道的事.xmind ├── rnn │ └── readme.md └── transformer │ ├── Transformer.xmind │ ├── Transformer面筋.pdf │ ├── img │ ├── 1.png │ ├── 20200623092901.png │ ├── 20200623093042.png │ ├── 20200623093217.png │ ├── 20200624080740.png │ ├── 20200624081753.png │ ├── 20200624083258.png │ ├── 20200624084515.png │ ├── 20200624090026.png │ ├── 20200624090034.png │ ├── 20200624090357.png │ ├── 20201009163936.png │ ├── 20201009164019.png │ ├── 20201009164053.png │ ├── 20201125164433.png │ ├── QQ截图20200625101229.png │ ├── QQ截图20200625103634.png │ ├── QQ截图20200625110603.png │ ├── QQ截图20200625110706.png │ ├── QQ截图20200626120834.png │ ├── QQ截图20200626122726.png │ ├── QQ截图20200626152309.png │ ├── QQ截图20200626153600.png │ ├── QQ截图20200626154711.png │ ├── QQ截图20201222225802.png │ ├── QQ截图20201222230028.png │ ├── Transformer.png │ ├── v2-595ce4ebf9b3fccb479f7d234190af35_b.gif │ ├── v2-595ce4ebf9b3fccb479f7d234190af35_b.png │ ├── 微信截图_20200625082324.png │ ├── 微信截图_20200625085139.png │ ├── 微信截图_20200625085922.png │ ├── 微信截图_20200625090454.png │ ├── 微信截图_20200625093537.png │ ├── 微信截图_20200625095930.png │ ├── 微信截图_20200625101800.png │ ├── 微信截图_20201222225938.png │ ├── 微信截图_20210128073806.png │ ├── 微信截图_20210128074033.png │ └── 微信截图_20210128074300.png │ ├── readme.md │ └── transformer_error.md ├── MachineLearningAlgorithm ├── img │ ├── 1610160500583.png │ ├── 1610177872501.png │ ├── 20180404113714719.png │ ├── 20180404135638186.png │ ├── 20180404150134375.png │ ├── 20200812200223.png │ ├── 20200812200551.png │ ├── 20200812200740.png │ ├── 20200812203815.png │ ├── 20200812204613.png │ ├── 20200906192126.png │ ├── 20200906192221.png │ ├── 20200906192249.png │ ├── 20201223130440.png │ ├── 20201223130525.png │ ├── 20201223131020.png │ ├── 20201223131344.png │ ├── 20201223131446.png │ ├── 20201223131525.png │ ├── 20201223132028.png │ ├── 20201223132145.png │ ├── 20201223132445.png │ ├── 20201223132538.png │ ├── 20201223135451.png │ ├── 20201223135552.png │ ├── 20201223135720.png │ ├── 20201223135807.png │ ├── 20201223135855.png │ ├── 20201223140010.png │ ├── 20201223140135.png │ ├── 20201223140211.png │ ├── 20201223140304.png │ ├── 2021-01-06-16-16-19.png │ ├── 2021-01-06-16-16-50.png │ ├── 2021-01-06-16-21-27.png │ ├── 2021-01-06-16-22-53.png │ ├── 2021-01-06-16-25-42.png │ ├── 2021-01-06-16-29-17.png │ ├── 2021-01-06-16-30-53.png │ ├── 2021-01-06-16-37-37.png │ ├── BN在神经网络方向示意图.png │ ├── BatchNormvsLayerNorm.png │ ├── BatchNorm操作.png │ ├── CNN.png │ ├── LN在神经网络方向示意图.png │ ├── Normalization.png │ ├── cnn-dilation-in_7_out_3.gif │ ├── eec076b0b1aec804c74f1e9b726832a.jpg │ ├── pr16808o61q24973o42q7rsqq88os391.jpg │ ├── 优化算法.png │ ├── 优化算法手写笔记_1.jpg │ ├── 优化算法手写笔记_2.jpg │ ├── 微信截图_20201228220004.png │ ├── 微信截图_20201228220429.png │ ├── 微信截图_20201228220549.png │ ├── 微信截图_20201228220848.png │ ├── 微信截图_20210123004718.png │ ├── 微信截图_20210123004807.png │ ├── 微信截图_20210123004852.png │ ├── 微信截图_20210123165921.png │ ├── 微信截图_20210123170106.png │ ├── 微信截图_20210123170726.png │ ├── 微信截图_20210203232348.png │ ├── 微信截图_20210203232723.png │ ├── 微信截图_20210203232919.png │ ├── 微信截图_20210203232945.png │ ├── 微信截图_20210203233004.png │ ├── 微信截图_20210211182431.png │ ├── 模型复杂度对欠拟合和过拟合影响.png │ ├── 正则化.png │ ├── 激活函数.png │ ├── 结构化风险最小化理解正则化_1.png │ ├── 结构化风险最小化理解正则化_2.png │ ├── 结构化风险最小化理解正则化_3.png │ ├── 过拟合和欠拟合.png │ ├── 过拟合欠拟合脑图.png │ └── 逻辑回归.png ├── xmind │ ├── 【关于 支持向量机】那些你不知道的事.xmind │ └── 【关于 集成学习】那些的你不知道的事.xmind ├── 支持向量机.md ├── 支持向量机_old.md ├── 逻辑回归.md ├── 逻辑回归_公式非图片.md └── 集成学习.md ├── NLPinterview ├── DialogueSystem │ ├── Rasa │ │ ├── img │ │ │ ├── 微信截图_20210204080805.png │ │ │ └── 微信截图_20210204080923.png │ │ ├── init.md │ │ ├── install.md │ │ ├── run.md │ │ └── xmind │ │ │ ├── 【关于 Rasa 入门】那些你不知道的事.xmind │ │ │ └── 【关于 Rasa安装】那些你不知道的事.xmind │ ├── img │ │ ├── 20200917122718.png │ │ ├── 20200917122948.png │ │ ├── 20200917125656.png │ │ ├── QQ截图20201227114828.png │ │ ├── 【关于 对话系统】那些你不知道的事.xmind │ │ ├── 【关于对话系统】那些你不知道的事.png │ │ ├── 微信截图_20201227120645.png │ │ └── 微信截图_20210204080227.png │ ├── readme.md │ └── xmind │ │ └── 【关于 对话系统】那些你不知道的事.xmind ├── EventExtraction │ ├── img │ │ └── 微信截图_20210211181340.png │ ├── readme.md │ └── xmind │ │ └── 【关于 事件抽取】那些你不知道的事.xmind ├── KG │ ├── KBQA │ │ ├── img │ │ │ ├── qa_route.png │ │ │ ├── 【关于 KBQA】那些你不知道的事.xmind │ │ │ ├── 微信截图_20210121004759.png │ │ │ └── 微信截图_20210204081440.png │ │ └── readme.md │ ├── img │ │ ├── 【关于 知识图谱】 那些你不知道的事.xmind │ │ ├── 微信截图_20210128234724.png │ │ ├── 微信截图_20210128234802.png │ │ ├── 微信截图_20210128234821.png │ │ ├── 微信截图_20210128234837.png │ │ ├── 微信截图_20210128234850.png │ │ ├── 微信截图_20210128234902.png │ │ ├── 微信截图_20210128234916.png │ │ ├── 微信截图_20210128234957.png │ │ ├── 微信截图_20210128235014.png │ │ ├── 微信截图_20210128235028.png │ │ ├── 微信截图_20210128235042.png │ │ ├── 微信截图_20210128235059.png │ │ ├── 微信截图_20210128235109.png │ │ └── 微信截图_20210129233513.png │ ├── neo4j │ │ ├── 2020.acl-main.91.pdf │ │ ├── img │ │ │ ├── 20201122155118.png │ │ │ ├── 20201122160353.png │ │ │ ├── 4aR1sToSEnve6bL.png │ │ │ ├── v2-8630e2f27bb7bc7551a9699a4a4f6d73_720w.png │ │ │ ├── v2-ac2a3c82ddfef52ee487b7efb59c9548_720w.jpg │ │ │ ├── v2-e34f0e9adb7cefd59e26c16eec88e422_720w.jpg │ │ │ ├── v2-e7850b5800fe28e628eda23b25ded3c6_720w.png │ │ │ ├── v2-ecbdeac21cc6dff47fb1b824757b7d17_720w.jpg │ │ │ ├── v2-fa8ab8074aaa811f7c1b95f7bf96f1dd_720w.jpg │ │ │ ├── 【关于 Neo4j 】 那些你不知道的事.xmind │ │ │ ├── 微信截图_20210128235237.png │ │ │ ├── 微信截图_20210128235347.png │ │ │ ├── 微信截图_20210128235416.png │ │ │ ├── 微信截图_20210128235434.png │ │ │ ├── 微信截图_20210128235449.png │ │ │ ├── 微信截图_20210128235507.png │ │ │ └── 微信截图_20210129232419.png │ │ └── readme.md │ └── readme.md ├── KnowledgeRepresentation │ ├── img │ │ └── 【关于知识表示学习】那些你不知道的事.png │ ├── readme.md │ └── xmind │ │ └── 【关于 知识表示学习】那些你不知道的事.xmind ├── PreTraining │ ├── bert │ │ ├── bert.pdf │ │ ├── bert │ │ │ ├── .gitignore │ │ │ ├── CONTRIBUTING.md │ │ │ ├── LICENSE │ │ │ ├── README.md │ │ │ ├── __init__.py │ │ │ ├── create_pretraining_data.py │ │ │ ├── extract_features.py │ │ │ ├── modeling.py │ │ │ ├── modeling_test.py │ │ │ ├── multilingual.md │ │ │ ├── optimization.py │ │ │ ├── optimization_test.py │ │ │ ├── predicting_movie_reviews_with_bert_on_tf_hub.ipynb │ │ │ ├── requirements.txt │ │ │ ├── run_classifier.py │ │ │ ├── run_classifier_with_tfhub.py │ │ │ ├── run_pretraining.py │ │ │ ├── run_squad.py │ │ │ ├── sample_text.txt │ │ │ ├── tokenization.py │ │ │ └── tokenization_test.py │ │ ├── bertCode1_modeling.md │ │ ├── bertCode2_pretraining.md │ │ ├── bertCode3_fineTune.md │ │ ├── bertCode4_word2embedding.md │ │ ├── bertCode5_similarity.md │ │ ├── img │ │ │ ├── 20200528133755.png │ │ │ ├── 20200624080740.png │ │ │ ├── 20200624084515.png │ │ │ ├── 20200629083749.png │ │ │ ├── 20200629084400.png │ │ │ ├── 20200629085428.png │ │ │ ├── 20200629085533.png │ │ │ ├── 20200629085712.png │ │ │ ├── 20200629085906.png │ │ │ ├── 20200629092209.png │ │ │ ├── 20200629203527.png │ │ │ ├── 20200630084746.png │ │ │ ├── 20200701082543.png │ │ │ ├── 20200701091112.png │ │ │ ├── 20200809105640.png │ │ │ ├── 20200809110034.png │ │ │ ├── 20201130205012.png │ │ │ ├── 20201130205229.png │ │ │ ├── 20201130205325.png │ │ │ ├── 20201130205357.png │ │ │ ├── Bert.png │ │ │ ├── QQ截图20201226230858.png │ │ │ ├── QQ截图20201226231023.png │ │ │ ├── v2-02f5f0a3a2bc5c8a0931e677df2a78a6_r.jpg │ │ │ ├── zg.png │ │ │ ├── 微信截图_20200625082324.png │ │ │ ├── 微信截图_20200625101800.png │ │ │ ├── 微信截图_20201128130050.png │ │ │ ├── 微信截图_20201224211731.png │ │ │ ├── 微信截图_20201224211840.png │ │ │ ├── 微信截图_20201224212421.png │ │ │ ├── 微信截图_20210120203732.png │ │ │ ├── 微信截图_20210120203746.png │ │ │ ├── 微信截图_20210120204305.png │ │ │ ├── 微信截图_20210120204418.png │ │ │ ├── 微信截图_20210120204506.png │ │ │ ├── 微信截图_20210210194740.png │ │ │ ├── 微信截图_20210210195051.png │ │ │ ├── 微信截图_20210210195339.png │ │ │ ├── 微信截图_20210210195755.png │ │ │ └── 微信截图_20210210200236.png │ │ ├── readme.md │ │ └── xmind │ │ │ ├── Bert.xmind │ │ │ ├── Bert_4.xmind │ │ │ ├── 【关于 Bert 源码解析I 之 主体篇 】 那些你不知道的事.xmind │ │ │ ├── 【关于 Bert 源码解析II 之 预训练篇 】 那些你不知道的事.xmind │ │ │ ├── 【关于 Bert 源码解析III 之 微调 篇 】 那些你不知道的事.xmind │ │ │ └── 【关于 Bert 源码解析V 之 文本相似度 篇 】 那些你不知道的事.xmind │ ├── bert_big │ │ ├── img │ │ │ ├── 微信截图_20210120211554.png │ │ │ ├── 微信截图_20210120211800.png │ │ │ ├── 微信截图_20210120212518.png │ │ │ ├── 微信截图_20210120213008.png │ │ │ └── 微信截图_20210206164501.png │ │ ├── readme.md │ │ └── xmind │ │ │ └── 【关于 Bert 系列】 那些你不知道的事.xmind │ ├── bert_zip │ │ ├── BERTintoSimpleNeuralNetworks │ │ │ ├── 1903.12136.pdf │ │ │ ├── img │ │ │ │ ├── 微信截图_20210209220018.png │ │ │ │ ├── 微信截图_20210209220803.png │ │ │ │ ├── 微信截图_20210209221917.png │ │ │ │ ├── 微信截图_20210209222035.png │ │ │ │ └── 微信截图_20210209222158.png │ │ │ └── readme.md │ │ ├── Bert压缩.xmind │ │ ├── bert模型压缩.pdf │ │ ├── img │ │ │ ├── 20200731202733.png │ │ │ ├── 20200801191212.png │ │ │ ├── 20200801191434.png │ │ │ ├── 20200927153839.png │ │ │ ├── 20200927154643.png │ │ │ ├── 20200927191946.png │ │ │ └── Bert压缩.png │ │ └── readme.md │ ├── elmo │ │ ├── Elmo.xmind │ │ ├── elmo.pdf │ │ ├── img │ │ │ ├── 20200528133755.png │ │ │ ├── 20200624080740.png │ │ │ ├── 20200624084515.png │ │ │ ├── 20200629083749.png │ │ │ ├── 20200629084400.png │ │ │ ├── 20200629085428.png │ │ │ ├── 20200629085533.png │ │ │ ├── 20200629085712.png │ │ │ ├── 20200629085906.png │ │ │ ├── 20200629092209.png │ │ │ ├── 20200629203527.png │ │ │ ├── 20200630084746.png │ │ │ ├── 20200701082543.png │ │ │ ├── 20200701091112.png │ │ │ ├── 20200809105640.png │ │ │ ├── 20200809110034.png │ │ │ ├── 20201130205012.png │ │ │ ├── 20201130205229.png │ │ │ ├── 20201130205325.png │ │ │ ├── 20201130205357.png │ │ │ ├── Elmo.png │ │ │ ├── v2-02f5f0a3a2bc5c8a0931e677df2a78a6_r.jpg │ │ │ ├── zg.png │ │ │ ├── 微信截图_20200625082324.png │ │ │ ├── 微信截图_20200625101800.png │ │ │ ├── 微信截图_20201128130050.png │ │ │ ├── 微信截图_20201224211731.png │ │ │ ├── 微信截图_20201224211840.png │ │ │ └── 微信截图_20201224212421.png │ │ └── readme.md │ ├── fasttext │ │ ├── fastText.pdf │ │ ├── fastText.xmind │ │ ├── img │ │ │ ├── 20200528133755.png │ │ │ ├── 20200624080740.png │ │ │ ├── 20200624084515.png │ │ │ ├── 20200629083749.png │ │ │ ├── 20200629084400.png │ │ │ ├── 20200629085428.png │ │ │ ├── 20200629085533.png │ │ │ ├── 20200629085712.png │ │ │ ├── 20200629085906.png │ │ │ ├── 20200629092209.png │ │ │ ├── 20200629203527.png │ │ │ ├── 20200630084746.png │ │ │ ├── 20200701082543.png │ │ │ ├── 20200701091112.png │ │ │ ├── 20200809105640.png │ │ │ ├── 20200809110034.png │ │ │ ├── 20201130205012.png │ │ │ ├── 20201130205229.png │ │ │ ├── 20201130205325.png │ │ │ ├── 20201130205357.png │ │ │ ├── fastText.png │ │ │ ├── v2-02f5f0a3a2bc5c8a0931e677df2a78a6_r.jpg │ │ │ ├── zg.png │ │ │ ├── 微信截图_20200625082324.png │ │ │ ├── 微信截图_20200625101800.png │ │ │ ├── 微信截图_20201128130050.png │ │ │ ├── 微信截图_20201224211731.png │ │ │ ├── 微信截图_20201224211840.png │ │ │ └── 微信截图_20201224212421.png │ │ └── readme.md │ ├── tfidf │ │ ├── TF-idf.xmind │ │ ├── img │ │ │ ├── 20200528133755.png │ │ │ ├── 20200624080740.png │ │ │ ├── 20200624084515.png │ │ │ ├── 20200629083749.png │ │ │ ├── 20200629084400.png │ │ │ ├── 20200629085428.png │ │ │ ├── 20200629085533.png │ │ │ ├── 20200629085712.png │ │ │ ├── 20200629085906.png │ │ │ ├── 20200629092209.png │ │ │ ├── 20200629203527.png │ │ │ ├── 20200630084746.png │ │ │ ├── 20200701082543.png │ │ │ ├── 20200701091112.png │ │ │ ├── 20200809105640.png │ │ │ ├── 20200809110034.png │ │ │ ├── 20201130205012.png │ │ │ ├── 20201130205229.png │ │ │ ├── 20201130205325.png │ │ │ ├── 20201130205357.png │ │ │ ├── TF-idf.png │ │ │ ├── v2-02f5f0a3a2bc5c8a0931e677df2a78a6_r.jpg │ │ │ ├── zg.png │ │ │ ├── 微信截图_20200625082324.png │ │ │ ├── 微信截图_20200625101800.png │ │ │ ├── 微信截图_20201128130050.png │ │ │ ├── 微信截图_20201224211731.png │ │ │ ├── 微信截图_20201224211840.png │ │ │ └── 微信截图_20201224212421.png │ │ ├── readme.md │ │ └── tfidf.pdf │ └── word2vec │ │ ├── Word2vec.xmind │ │ ├── img │ │ ├── 20200528133755.png │ │ ├── 20200624080740.png │ │ ├── 20200624084515.png │ │ ├── 20200629083749.png │ │ ├── 20200629084400.png │ │ ├── 20200629085428.png │ │ ├── 20200629085533.png │ │ ├── 20200629085712.png │ │ ├── 20200629085906.png │ │ ├── 20200629092209.png │ │ ├── 20200629203527.png │ │ ├── 20200630084746.png │ │ ├── 20200701082543.png │ │ ├── 20200701091112.png │ │ ├── 20200809105640.png │ │ ├── 20200809110034.png │ │ ├── 20201130205012.png │ │ ├── 20201130205229.png │ │ ├── 20201130205325.png │ │ ├── 20201130205357.png │ │ ├── Word2vec.png │ │ ├── v2-02f5f0a3a2bc5c8a0931e677df2a78a6_r.jpg │ │ ├── zg.png │ │ ├── 微信截图_20200625082324.png │ │ ├── 微信截图_20200625101800.png │ │ ├── 微信截图_20201128130050.png │ │ ├── 微信截图_20201224211731.png │ │ ├── 微信截图_20201224211840.png │ │ └── 微信截图_20201224212421.png │ │ ├── readme.md │ │ └── word2vec.pdf ├── QA │ ├── FAQ │ │ ├── img │ │ │ ├── 20200904112045.png │ │ │ ├── 20200904114741.png │ │ │ ├── 20200904192633.png │ │ │ ├── 20200904192812.png │ │ │ ├── 3c0a842e2e7046f3838a8bb3dff9b27d.png │ │ │ ├── EncoderDecoder模式.png │ │ │ ├── FAQ.png │ │ │ ├── FAQ介绍.drawio │ │ │ ├── ab1b2a4bf5db0f0cf89503df2a9e5e14.png │ │ │ ├── 任务型导向对话系统的传统传递途径.png │ │ │ ├── 微信截图_20210116102726.png │ │ │ ├── 微信截图_20210206162253.png │ │ │ └── 自然语言表达的一个说明例子.png │ │ ├── readme.md │ │ └── xmind │ │ │ └── 【关于 FAQ 检索式问答系统】 那些的你不知道的事.xmind │ └── Faiss │ │ ├── img │ │ └── 微信截图_20210206162632.png │ │ ├── readme.md │ │ └── xmind │ │ └── 【关于 Faiss 】 那些的你不知道的事.xmind ├── RelationExtraction │ ├── img │ │ └── 【关于关系抽取】那些你不知道的事.png │ ├── readme.md │ └── xmind │ │ └── 【关于 关系抽取】那些你不知道的事.xmind ├── TextMatch │ ├── ESIM │ │ ├── img │ │ │ ├── 20181213150803869.png │ │ │ ├── 20200819085245.png │ │ │ ├── 20200819085713.png │ │ │ ├── 20200819085922.png │ │ │ ├── 20200819090200.png │ │ │ ├── 20200819090442.png │ │ │ └── 微信截图_20210206164901.png │ │ ├── readme.md │ │ └── xmind │ │ │ └── 【关于 文本匹配模型 ESIM 】那些你不知道的事 .xmind │ └── bert_similairity │ │ ├── img │ │ ├── QQ截图20201014080612.png │ │ └── 微信截图_20210206165041.png │ │ ├── readme.md │ │ └── xmind │ │ └── 【关于 语义相似度匹配任务中的 BERT】 那些你不知道的事.xmind ├── TextMining │ └── readme.md ├── ner │ ├── ChineseNer │ │ ├── img │ │ │ ├── 20200609080811.png │ │ │ ├── 20200609081004.png │ │ │ ├── 20200609092456.png │ │ │ ├── 20200609092556.png │ │ │ ├── 20200609123825.png │ │ │ ├── 20210115164908.png │ │ │ ├── 20210115165224.png │ │ │ ├── 20210115165357.png │ │ │ ├── 20210115165446.png │ │ │ ├── gs.png │ │ │ └── 微信截图_20210206163209.png │ │ ├── readme.md │ │ └── xmind │ │ │ └── 【关于 中文领域 NER】 那些的你不知道的事.xmind │ ├── DNN │ │ ├── 1812.09449.pdf │ │ ├── img │ │ │ ├── DNN-CRF.png │ │ │ ├── crf.png │ │ │ ├── pointer.png │ │ │ ├── rnn.png │ │ │ ├── softmax.png │ │ │ ├── 微信截图_20201229225910.png │ │ │ ├── 微信截图_20201229231347.png │ │ │ ├── 微信截图_20201229231740.png │ │ │ ├── 微信截图_20210107224419.png │ │ │ ├── 微信截图_20210107230805.png │ │ │ └── 微信截图_20210210200655.png │ │ ├── readme.md │ │ └── xmind │ │ │ └── 【关于 DNN-CRF】 那些你不知道的事.xmind │ ├── NERtrick │ │ ├── NERtrick.md │ │ ├── img │ │ │ ├── 20200609080328.png │ │ │ ├── 20200609080811.png │ │ │ ├── 20200609081004.png │ │ │ ├── 20200609081729.png │ │ │ ├── 20200609082337.png │ │ │ ├── 20200609083307.png │ │ │ ├── 20200609083617.png │ │ │ ├── 20200609083653.png │ │ │ ├── 20200609085531.png │ │ │ ├── 20200609091503.png │ │ │ ├── 20200609092456.png │ │ │ ├── 20200609092556.png │ │ │ ├── 20200609092718.png │ │ │ ├── 20200609092832.png │ │ │ ├── 20200609093011.png │ │ │ ├── 20200609123825.png │ │ │ ├── 20200609124437.png │ │ │ ├── 20200609124525.png │ │ │ ├── 20200609124647.png │ │ │ ├── 20200609124729.png │ │ │ ├── 20200609125118.png │ │ │ ├── 20200609125232.png │ │ │ ├── 20200609125343.png │ │ │ ├── 20200609125430.png │ │ │ ├── 20200609125552.png │ │ │ ├── 20200609125636.png │ │ │ ├── 20200609125824.png │ │ │ ├── 20200609130051.png │ │ │ ├── 20200609130230.png │ │ │ ├── 20200609130350.png │ │ │ ├── 20200609130428.png │ │ │ ├── 20201208200430.png │ │ │ ├── 20201208200631.png │ │ │ ├── 20201208200933.png │ │ │ ├── 20201208201135.png │ │ │ ├── 20201208202535.png │ │ │ ├── 20201208202913.png │ │ │ ├── graph1.png │ │ │ ├── graph2.png │ │ │ ├── graph3.png │ │ │ ├── graph4.png │ │ │ ├── graph5.png │ │ │ ├── graph6.png │ │ │ ├── graph7.png │ │ │ ├── graph8.png │ │ │ ├── graph9.png │ │ │ ├── gs.png │ │ │ └── 微信截图_20210224224353.png │ │ └── 【关于 NER trick】 那些你不知道的事.xmind │ ├── crf │ │ ├── img │ │ │ ├── HMM1.png │ │ │ ├── HMM2.png │ │ │ ├── MEMM1.png │ │ │ ├── MEMM2.png │ │ │ ├── MEMM3.png │ │ │ ├── MEMM4.png │ │ │ ├── MEMM5.png │ │ │ ├── labeledBais.png │ │ │ ├── labeledBais1.png │ │ │ ├── labeledBais3.png │ │ │ ├── viterbi.png │ │ │ ├── 前向后向1.png │ │ │ ├── 前向后向10.png │ │ │ ├── 前向后向2.png │ │ │ ├── 前向后向3.png │ │ │ ├── 前向后向4.png │ │ │ ├── 前向后向5.png │ │ │ ├── 前向后向6.png │ │ │ ├── 前向后向7.png │ │ │ ├── 前向后向8.png │ │ │ ├── 前向后向9.png │ │ │ ├── 学习问题1.png │ │ │ ├── 学习问题2.png │ │ │ ├── 条件随机场.png │ │ │ ├── 概率图模型.png │ │ │ ├── 简化形式1.png │ │ │ ├── 简化形式2.png │ │ │ ├── 简化形式3.png │ │ │ ├── 简化形式4.png │ │ │ ├── 简化形式5.png │ │ │ ├── 简化形式6.png │ │ │ ├── 隐马尔科夫算法.png │ │ │ ├── 预测1.png │ │ │ ├── 预测10.png │ │ │ ├── 预测11.png │ │ │ ├── 预测2.png │ │ │ ├── 预测3.png │ │ │ ├── 预测4.png │ │ │ ├── 预测5.png │ │ │ ├── 预测6.png │ │ │ ├── 预测8.png │ │ │ ├── 预测9.png │ │ │ └── 马尔可夫过程.png │ │ ├── readme.md │ │ └── 概率图模型.xmind │ └── readme.md ├── summary │ ├── img │ │ ├── 0r2697858p414n3p86686ps76r003n60.jpg │ │ ├── 20171202135226461.png │ │ ├── 20171202143111808.png │ │ ├── F.png │ │ ├── P.png │ │ ├── R.png │ │ ├── qs2oo7qqrp8s4o368q2o65o221690qr7.jpg │ │ ├── 【关于文本摘要】那些你不知道的事.png │ │ └── 【关于文本摘要】那些你不知道的事.xmind │ └── readme.md └── textclassifier │ ├── ClassifierTrick │ ├── img │ │ ├── 20200815181809.png │ │ ├── 20200815201034.png │ │ ├── 20200815201234.png │ │ ├── 20200815202133.png │ │ ├── 20200815202203.png │ │ ├── 20200815202329.png │ │ ├── 20200815202419.png │ │ ├── 20200815202453.png │ │ ├── 20200815202530.png │ │ ├── 20200815202636.png │ │ ├── 20200815202714.png │ │ ├── 20200815202733.png │ │ ├── v2-2d117c09ea324562fafb147be76a2c08_720w.jpg │ │ ├── v2-a45895308759b24db4937d83729ec883_720w.jpg │ │ ├── v2-d439cd6d2c188ef17bd0b3c437c7849b_720w.jpg │ │ ├── 微信截图_20210206154622.png │ │ └── 微信截图_20210210193835.png │ ├── readme.md │ └── xmind │ │ └── 【关于 文本分类 trick】那些你不知道的事.xmind │ └── TextClassification │ ├── README.md │ ├── README.pdf │ ├── img │ ├── 2021-01-25-16-04-31.png │ ├── 2021-01-25-16-06-47.png │ ├── 2021-01-26-14-40-01.png │ ├── 2021-02-10-02-39-21.png │ ├── attention.png │ ├── attention2.png │ ├── dpcnn.png │ ├── idf.png │ ├── kappa.png │ ├── kappa2.png │ ├── metric1.png │ ├── opengpt.png │ ├── sigmoid.png │ ├── sigmoid_graph2.png │ ├── softmax.png │ ├── softmax2.png │ ├── softmax_diff1.png │ ├── softmax_diff2.png │ ├── textcnn_model.png │ ├── textcnn_model_details.png │ ├── textrcnn.png │ ├── textrcnn_f1.png │ ├── textrcnn_f2.png │ ├── tf.png │ └── 【关于文本分类】那些你不知道的事.png │ ├── xmind │ └── 【关于 文本分类】那些你不知道的事.xmind │ └── 文本分类.xmind ├── README.en.md ├── README.md ├── README.png ├── Tensorflow └── loss_study │ ├── img │ ├── 20201201194211.png │ ├── 20201201200739.png │ ├── 20201201201449.png │ ├── 20201201201617.png │ ├── 20201201202248.png │ ├── 20201201203052.png │ ├── 20201201203425.png │ ├── 20201201204023.png │ ├── 20201201204727.png │ ├── 20201201205010.png │ └── 20201201205449.png │ ├── readme.md │ └── 损失函数测试.ipynb ├── Trick ├── SmallSampleProblem │ ├── AdversarialTraining │ │ ├── AdversarialTraining.md │ │ ├── img │ │ │ ├── QQ截图20201230214346.png │ │ │ ├── QQ截图20201230214955.png │ │ │ ├── QQ截图20201230215334.png │ │ │ ├── QQ截图20201230215453.png │ │ │ ├── QQ截图20201230215528.png │ │ │ ├── eda.drawio │ │ │ ├── 微信截图_20201231235616.png │ │ │ ├── 微信截图_20210102160355.png │ │ │ ├── 微信截图_20210102161002.png │ │ │ ├── 微信截图_20210102161058.png │ │ │ ├── 微信截图_20210102161342.png │ │ │ ├── 微信截图_20210117001405.png │ │ │ ├── 微信截图_20210117001650.png │ │ │ ├── 微信截图_20210117001955.png │ │ │ ├── 微信截图_20210117002233.png │ │ │ ├── 微信截图_20210117002650.png │ │ │ ├── 微信截图_20210210200952.png │ │ │ ├── 数据增强 EDA.xmind │ │ │ └── 数据增强EDA.png │ │ └── xmind │ │ │ └── 【关于 数据增强 之 对抗训练】 那些你不知道的事.xmind │ ├── EDA │ │ ├── eda.drawio │ │ ├── eda.md │ │ └── img │ │ │ ├── QQ截图20201230214346.png │ │ │ ├── QQ截图20201230214955.png │ │ │ ├── QQ截图20201230215334.png │ │ │ ├── QQ截图20201230215453.png │ │ │ ├── QQ截图20201230215528.png │ │ │ ├── eda.drawio │ │ │ ├── 微信截图_20201231235616.png │ │ │ ├── 微信截图_20210102160355.png │ │ │ ├── 微信截图_20210102161002.png │ │ │ ├── 微信截图_20210102161058.png │ │ │ ├── 微信截图_20210102161342.png │ │ │ ├── 微信截图_20210117001405.png │ │ │ ├── 微信截图_20210117001650.png │ │ │ ├── 微信截图_20210117001955.png │ │ │ ├── 微信截图_20210117002233.png │ │ │ ├── 微信截图_20210117002650.png │ │ │ ├── 数据增强 EDA.xmind │ │ │ └── 数据增强EDA.png │ └── activeLearn │ │ ├── img │ │ ├── 20201026103601.png │ │ ├── 20201026103839.png │ │ ├── 20201026104224.png │ │ ├── 20201026104844.png │ │ ├── 20201026112155.png │ │ ├── 微信截图_20210108222507.png │ │ └── 微信截图_20210210194424.png │ │ ├── readme.md │ │ └── xmind │ │ └── 【关于 主动学习】 那些你不知道的事.xmind ├── batch_size │ ├── img │ │ └── batch_size.png │ └── readme.md ├── cross_validation │ ├── img │ │ ├── 微信截图_20210417142112.png │ │ ├── 微信截图_20210417144331.png │ │ ├── 微信截图_20210417144658.png │ │ ├── 微信截图_20210417151022.png │ │ ├── 微信截图_20210417152434.png │ │ ├── 微信截图_20210417155034.png │ │ └── 微信截图_20210417155546.png │ └── readme.md ├── new_word_find │ ├── img │ │ └── 微信截图_20210206161631.png │ ├── readme.md │ └── xmind │ │ └── 【关于 新词发现】那些你不知道的事.xmind └── noisy_label_learning │ ├── 2012.05426.pdf │ ├── img │ ├── 20210122113000.png │ └── 微信截图_20210206161111.png │ ├── readme.md │ └── xmind │ └── 【关于 “脏数据”处理】那些你不知道的事.xmind ├── img ├── 微信截图_20210212153059.png └── 微信截图_20210301212242.png ├── python ├── img │ ├── 微信截图_20201104224302.png │ ├── 微信截图_20201104224402.png │ 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