{"id":13631317,"url":"https://github.com/ben1234560/AiLearning-Theory-Applying","last_synced_at":"2025-04-17T22:30:48.372Z","repository":{"id":43141150,"uuid":"307009244","full_name":"ben1234560/AiLearning-Theory-Applying","owner":"ben1234560","description":"快速上手AI理论及应用实战：基础知识、Transformer、NLP、ML、DL、竞赛。含大量注释及数据集，力求每一位能看懂并复现。","archived":false,"fork":false,"pushed_at":"2024-05-28T08:34:54.000Z","size":102608,"stargazers_count":3037,"open_issues_count":1,"forks_count":436,"subscribers_count":164,"default_branch":"master","last_synced_at":"2024-10-29T15:06:27.370Z","etag":null,"topics":["ai","bert","dataming","deep-learning","kaggle-competition","learning-by-doing","machine-learning","nlp"],"latest_commit_sha":null,"homepage":"","language":"Jupyter 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Notebook","funding_links":[],"categories":["Jupyter Notebook","A01_机器学习教程"],"sub_categories":[],"readme":"# AiLearning-Theory-Applying\n\n快速上手Ai理论及应用实战：基础知识Basic knowledge、机器学习MachineLearning、深度学习DeepLearning2、自然语言处理BERT，持续更新中。含大量注释及数据集，力求每一位能看懂并复现。\n\n\n\n## 学习章节：\n\n\u003cul\u003e\n    \u003cli\u003e\u003ca href='https://github.com/ben1234560/AiLearning-Theory-Applying/blob/master/%E5%BF%85%E5%A4%87%E6%95%B0%E5%AD%A6%E5%9F%BA%E7%A1%80.md'\u003e必备数学基础Basic knowledge\u003c/a\u003e\n        \u003cul\u003e\n            \u003cli\u003e\u003ca href='https://github.com/ben1234560/AiLearning-Theory-Applying/blob/master/%E5%BF%85%E5%A4%87%E6%95%B0%E5%AD%A6%E5%9F%BA%E7%A1%80.md#%E9%AB%98%E7%AD%89%E6%95%B0%E5%AD%A6%E5%9F%BA%E7%A1%80'\u003e高等数学基础\u003c/a\u003e\n            \u003c/li\u003e\n            \u003cli\u003e\u003ca href='https://github.com/ben1234560/AiLearning-Theory-Applying/blob/master/%E5%BF%85%E5%A4%87%E6%95%B0%E5%AD%A6%E5%9F%BA%E7%A1%80.md#%E5%BE%AE%E7%A7%AF%E5%88%86'\u003e微积分\u003c/a\u003e\n        \u003cli\u003e\u003ca href='https://github.com/ben1234560/AiLearning-Theory-Applying/blob/master/%E5%BF%85%E5%A4%87%E6%95%B0%E5%AD%A6%E5%9F%BA%E7%A1%80.md#%E6%B3%B0%E5%8B%92%E5%85%AC%E5%BC%8F'\u003e泰勒公式\u003c/a\u003e\n    \u003cli\u003e\u003ca href='https://github.com/ben1234560/AiLearning-Theory-Applying/blob/master/%E5%BF%85%E5%A4%87%E6%95%B0%E5%AD%A6%E5%9F%BA%E7%A1%80.md#%E7%BA%BF%E6%80%A7%E4%BB%A3%E6%95%B0%E5%9F%BA%E7%A1%80'\u003e线性代数基础\u003c/a\u003e\n        \u003cli\u003e\u003ca href='https://github.com/ben1234560/AiLearning-Theory-Applying/blob/master/%E5%BF%85%E5%A4%87%E6%95%B0%E5%AD%A6%E5%9F%BA%E7%A1%80.md#%E9%9A%8F%E6%9C%BA%E5%8F%98%E9%87%8F'\u003e随机变量\u003c/a\u003e\n        \u003cli\u003e\u003ca href='https://github.com/ben1234560/AiLearning-Theory-Applying/blob/master/%E5%BF%85%E5%A4%87%E6%95%B0%E5%AD%A6%E5%9F%BA%E7%A1%80.md#%E6%A6%82%E7%8E%87%E8%AE%BA%E5%9F%BA%E7%A1%80'\u003e概率论基础\u003c/a\u003e\n            \u003cli\u003e\u003ca href='https://github.com/ben1234560/AiLearning-Theory-Applying/blob/master/%E5%BF%85%E5%A4%87%E6%95%B0%E5%AD%A6%E5%9F%BA%E7%A1%80.md#%E6%95%B0%E6%8D%AE%E7%A7%91%E5%AD%A6%E7%9A%84%E5%87%A0%E7%A7%8D%E5%88%86%E5%B8%83'\u003e数据科学的几种分布\u003c/a\u003e\n            \u003cli\u003e\u003ca href='https://github.com/ben1234560/AiLearning-Theory-Applying/blob/master/%E5%BF%85%E5%A4%87%E6%95%B0%E5%AD%A6%E5%9F%BA%E7%A1%80.md#%E6%A0%B8%E5%87%BD%E6%95%B0'\u003e核函数\u003c/a\u003e\n            \u003cli\u003e\u003ca href='https://github.com/ben1234560/AiLearning-Theory-Applying/blob/master/%E5%BF%85%E5%A4%87%E6%95%B0%E5%AD%A6%E5%9F%BA%E7%A1%80.md#%E7%86%B5%E5%92%8C%E6%BF%80%E6%B4%BB%E5%87%BD%E6%95%B0'\u003e熵和激活函数\u003c/a\u003e\n            \u003cli\u003e\u003ca href='https://github.com/ben1234560/AiLearning-Theory-Applying/blob/master/%E5%BF%85%E5%A4%87%E6%95%B0%E5%AD%A6%E5%9F%BA%E7%A1%80.md#%E5%9B%9E%E5%BD%92%E5%88%86%E6%9E%90'\u003e回归分析\u003c/a\u003e\n            \u003cli\u003e\u003ca href='https://github.com/ben1234560/AiLearning-Theory-Applying/tree/master/notebook_%E5%BF%85%E5%A4%87%E6%95%B0%E5%AD%A6%E5%9F%BA%E7%A1%80/%E5%81%87%E8%AE%BE%E6%A3%80%E9%AA%8C%E7%AB%A0%E8%8A%82'\u003e假设检验\u003c/a\u003e\n            \u003cli\u003e\u003ca href='https://github.com/ben1234560/AiLearning-Theory-Applying/tree/master/notebook_%E5%BF%85%E5%A4%87%E6%95%B0%E5%AD%A6%E5%9F%BA%E7%A1%80/%E7%9B%B8%E5%85%B3%E5%88%86%E6%9E%90%E7%AB%A0%E8%8A%82'\u003e相关分析\u003c/a\u003e\n            \u003cli\u003e\u003ca href='https://github.com/ben1234560/AiLearning-Theory-Applying/tree/master/notebook_%E5%BF%85%E5%A4%87%E6%95%B0%E5%AD%A6%E5%9F%BA%E7%A1%80/%E7%9B%B8%E5%85%B3%E5%88%86%E6%9E%90%E7%AB%A0%E8%8A%82'\u003e方差分析\u003c/a\u003e\n            \u003cli\u003e\u003ca href='https://github.com/ben1234560/AiLearning-Theory-Applying/blob/master/%E5%BF%85%E5%A4%87%E6%95%B0%E5%AD%A6%E5%9F%BA%E7%A1%80.md#kmeans%E7%AE%97%E6%B3%95'\u003eKMEANS算法\u003c/a\u003e\n            \u003cli\u003e\u003ca href='https://github.com/ben1234560/AiLearning-Theory-Applying/blob/master/%E5%BF%85%E5%A4%87%E6%95%B0%E5%AD%A6%E5%9F%BA%E7%A1%80.md#%E8%B4%9D%E5%8F%B6%E6%96%AF%E5%88%86%E6%9E%90'\u003e贝叶斯分析\u003c/a\u003e\n        \u003c/ul\u003e\n\t\t\u003cli\u003e\u003ca href='https://github.com/ben1234560/AiLearning-Theory-Applying/tree/master/%E4%BA%BA%E4%BA%BA%E9%83%BD%E8%83%BD%E7%9C%8B%E6%87%82%E7%9A%84Transformer'\u003e人人都能看懂的Transformer\u003c/a\u003e \n\t  \u003cul\u003e\n               \u003cli\u003e\u003ca href='https://github.com/ben1234560/AiLearning-Theory-Applying/blob/master/%E4%BA%BA%E4%BA%BA%E9%83%BD%E8%83%BD%E7%9C%8B%E6%87%82%E7%9A%84Transformer/%E7%AC%AC%E4%B8%80%E7%AB%A0%E2%80%94%E2%80%94Transformer%E7%BD%91%E7%BB%9C%E6%9E%B6%E6%9E%84.md'\u003e第一章——Transformer网络架构\u003c/a\u003e\u003c/li\u003e\n                \u003cli\u003e\u003ca href='https://github.com/ben1234560/AiLearning-Theory-Applying/blob/master/%E4%BA%BA%E4%BA%BA%E9%83%BD%E8%83%BD%E7%9C%8B%E6%87%82%E7%9A%84Transformer/%E7%AC%AC%E4%BA%8C%E7%AB%A0%E2%80%94%E2%80%94%E6%96%87%E5%AD%97%E5%90%91%E9%87%8F%E5%8C%96.md'\u003e第二章——文字向量化\u003c/a\u003e\n                \u003cli\u003e\u003ca href='https://github.com/ben1234560/AiLearning-Theory-Applying/blob/master/%E4%BA%BA%E4%BA%BA%E9%83%BD%E8%83%BD%E7%9C%8B%E6%87%82%E7%9A%84Transformer/%E7%AC%AC%E4%B8%89%E7%AB%A0%E2%80%94%E2%80%94%E4%BD%8D%E7%BD%AE%E7%BC%96%E7%A0%81.md'\u003e第三章——位置编码\u003c/a\u003e\n                \u003cli\u003e\u003ca href='https://github.com/ben1234560/AiLearning-Theory-Applying/blob/master/%E4%BA%BA%E4%BA%BA%E9%83%BD%E8%83%BD%E7%9C%8B%E6%87%82%E7%9A%84Transformer/%E7%AC%AC%E5%9B%9B%E7%AB%A0%E2%80%94%E2%80%94%E5%A4%9A%E5%A4%B4%E6%B3%A8%E6%84%8F%E5%8A%9B%E6%9C%BA%E5%88%B6%E2%80%94%E2%80%94QK%E7%9F%A9%E9%98%B5%E7%9B%B8%E4%B9%98.md'\u003e第四章——多头注意力机制——QK矩阵相乘\u003c/a\u003e\n                \u003cli\u003e\u003ca href='https://github.com/ben1234560/AiLearning-Theory-Applying/blob/master/%E4%BA%BA%E4%BA%BA%E9%83%BD%E8%83%BD%E7%9C%8B%E6%87%82%E7%9A%84Transformer/%E7%AC%AC%E4%BA%94%E7%AB%A0%E2%80%94%E2%80%94%E5%A4%9A%E5%A4%B4%E6%B3%A8%E6%84%8F%E5%8A%9B%E6%9C%BA%E5%88%B6%E2%80%94%E2%80%94%E5%85%A8%E6%B5%81%E7%A8%8B.md'\u003e第五章——多头注意力机制——全流程\u003c/a\u003e\n                \u003cli\u003e\u003ca href='https://github.com/ben1234560/AiLearning-Theory-Applying/blob/master/%E4%BA%BA%E4%BA%BA%E9%83%BD%E8%83%BD%E7%9C%8B%E6%87%82%E7%9A%84Transformer/%E7%AC%AC%E5%85%AD%E7%AB%A0%E2%80%94%E2%80%94%E6%95%B0%E5%80%BC%E7%BC%A9%E6%94%BE.md'\u003e第六章——数值缩放\u003c/a\u003e\n                \u003cli\u003e\u003ca href='https://github.com/ben1234560/AiLearning-Theory-Applying/blob/master/%E4%BA%BA%E4%BA%BA%E9%83%BD%E8%83%BD%E7%9C%8B%E6%87%82%E7%9A%84Transformer/%E7%AC%AC%E4%B8%83%E7%AB%A0%E2%80%94%E2%80%94%E5%89%8D%E9%A6%88%E7%A5%9E%E7%BB%8F%E7%BD%91%E7%BB%9C.md'\u003e第七章——前馈神经网络\u003c/a\u003e\n                \u003cli\u003e\u003ca href='https://github.com/ben1234560/AiLearning-Theory-Applying/blob/master/%E4%BA%BA%E4%BA%BA%E9%83%BD%E8%83%BD%E7%9C%8B%E6%87%82%E7%9A%84Transformer/%E7%AC%AC%E5%85%AB%E7%AB%A0%E2%80%94%E2%80%94%E6%9C%80%E5%90%8E%E7%9A%84%E8%BE%93%E5%87%BA.md'\u003e第八章——最后的输出\u003c/a\u003e\n      \u003c/ul\u003e\n    \u003cli\u003e\u003ca href='https://github.com/ben1234560/AiLearning-Theory-Applying/tree/master/%E6%9C%BA%E5%99%A8%E5%AD%A6%E4%B9%A0%E7%AB%9E%E8%B5%9B%E5%AE%9E%E6%88%98_%E4%BC%98%E8%83%9C%E8%A7%A3%E5%86%B3%E6%96%B9%E6%A1%88'\u003e机器学习MachineLearning\u003c/a\u003e \n    \u003cul\u003e\n        \u003cli\u003e\u003ca href='https://github.com/ben1234560/AiLearning-Theory-Applying/tree/master/%E6%9C%BA%E5%99%A8%E5%AD%A6%E4%B9%A0%E7%AB%9E%E8%B5%9B%E5%AE%9E%E6%88%98_%E4%BC%98%E8%83%9C%E8%A7%A3%E5%86%B3%E6%96%B9%E6%A1%88/%E4%BF%A1%E7%94%A8%E5%8D%A1%E6%AC%BA%E8%AF%88%E6%A3%80%E6%B5%8B'\u003e信用卡欺诈检测（含数据集）\u003c/a\u003e\n        \u003cli\u003e\u003ca href='https://github.com/ben1234560/AiLearning-Theory-Applying/tree/master/%E6%9C%BA%E5%99%A8%E5%AD%A6%E4%B9%A0%E7%AB%9E%E8%B5%9B%E5%AE%9E%E6%88%98_%E4%BC%98%E8%83%9C%E8%A7%A3%E5%86%B3%E6%96%B9%E6%A1%88/%E5%B7%A5%E4%B8%9A%E5%8C%96%E5%B7%A5%E7%94%9F%E4%BA%A7%E9%A2%84%E6%B5%8B'\u003e工业化工生产预测（含数据集）\u003c/a\u003e\n        \u003cli\u003e\u003ca href='https://github.com/ben1234560/AiLearning-Theory-Applying/tree/master/%E6%9C%BA%E5%99%A8%E5%AD%A6%E4%B9%A0%E7%AB%9E%E8%B5%9B%E5%AE%9E%E6%88%98_%E4%BC%98%E8%83%9C%E8%A7%A3%E5%86%B3%E6%96%B9%E6%A1%88/%E6%99%BA%E6%85%A7%E5%9F%8E%E5%B8%82-%E9%81%93%E8%B7%AF%E9%80%9A%E8%A1%8C%E6%97%B6%E9%97%B4%E9%A2%84%E6%B5%8B'\u003e智慧城市-道路通行时间预测（含数据集）\u003c/a\u003e\n        \u003cli\u003e\u003ca href='https://github.com/ben1234560/AiLearning-Theory-Applying/tree/master/%E6%9C%BA%E5%99%A8%E5%AD%A6%E4%B9%A0%E7%AB%9E%E8%B5%9B%E5%AE%9E%E6%88%98_%E4%BC%98%E8%83%9C%E8%A7%A3%E5%86%B3%E6%96%B9%E6%A1%88/%E5%BB%BA%E7%AD%91%E8%83%BD%E6%BA%90%E5%88%A9%E7%94%A8%E7%8E%87%E9%A2%84%E6%B5%8B'\u003e建筑能源利用率预测（含数据集）\u003c/a\u003e\n        \u003cli\u003e\u003ca href='https://github.com/ben1234560/AiLearning-Theory-Applying/tree/master/%E6%9C%BA%E5%99%A8%E5%AD%A6%E4%B9%A0%E7%AB%9E%E8%B5%9B%E5%AE%9E%E6%88%98_%E4%BC%98%E8%83%9C%E8%A7%A3%E5%86%B3%E6%96%B9%E6%A1%88/Indoor%20Location%20%26%20Navigation'\u003eIndoor Location \u0026 Navigation（数据集在kaggle）\u003c/a\u003e\n        \u003cli\u003e\u003ca href='https://github.com/ben1234560/AiLearning-Theory-Applying/tree/master/%E6%9C%BA%E5%99%A8%E5%AD%A6%E4%B9%A0%E7%AB%9E%E8%B5%9B%E5%AE%9E%E6%88%98_%E4%BC%98%E8%83%9C%E8%A7%A3%E5%86%B3%E6%96%B9%E6%A1%88/%E7%AC%AC%E4%B8%89%E5%B1%8A%E9%98%BF%E9%87%8C%E4%BA%91%E7%A3%90%E4%B9%85%E6%99%BA%E7%BB%B4%E7%AE%97%E6%B3%95%E5%A4%A7%E8%B5%9B'\u003e第三届阿里云磐久智维算法大赛（数据集在天池）\u003c/a\u003e\n        \u003cli\u003e\u003ca href='https://github.com/ben1234560/AiLearning-Theory-Applying/tree/master/%E6%9C%BA%E5%99%A8%E5%AD%A6%E4%B9%A0%E7%AB%9E%E8%B5%9B%E5%AE%9E%E6%88%98_%E4%BC%98%E8%83%9C%E8%A7%A3%E5%86%B3%E6%96%B9%E6%A1%88/%E6%9C%BA%E5%99%A8%E5%AD%A6%E4%B9%A0%E5%AE%9E%E6%88%98%E5%B0%8F%E9%A1%B9%E7%9B%AE'\u003e机器学习实战小项目（含数据集）\u003c/a\u003e\n\t\u003c/ul\u003e\n    \u003cli\u003e\u003ca href='https://github.com/ben1234560/AiLearning-Theory-Applying/tree/master/%E6%B7%B1%E5%BA%A6%E5%AD%A6%E4%B9%A0%E5%85%A5%E9%97%A8'\u003e深度学习入门DeepLearning\u003c/a\u003e \n        \u003cul\u003e\n            \u003cli\u003e\u003ca href='https://github.com/ben1234560/AiLearning-Theory-Applying/blob/master/%E6%B7%B1%E5%BA%A6%E5%AD%A6%E4%B9%A0%E5%85%A5%E9%97%A8/%E7%AC%AC%E4%B8%80%E7%AB%A0%E2%80%94%E2%80%94%E6%B7%B1%E5%BA%A6%E5%AD%A6%E4%B9%A0%E5%BF%85%E5%A4%87%E7%9F%A5%E8%AF%86%E7%82%B9.md'\u003e深度学习必备知识点\u003c/a\u003e\n            \u003cli\u003e\u003ca href='https://github.com/ben1234560/AiLearning-Theory-Applying/blob/master/%E6%B7%B1%E5%BA%A6%E5%AD%A6%E4%B9%A0%E5%85%A5%E9%97%A8/%E7%AC%AC%E4%BA%8C%E7%AB%A0%E2%80%94%E2%80%94%E8%B5%B0%E8%BF%9B%E6%B7%B1%E5%BA%A6%E5%AD%A6%E4%B9%A0%E7%9A%84%E4%B8%96%E7%95%8C%20%E7%A5%9E%E7%BB%8F%E7%BD%91%E7%BB%9C%E6%A8%A1%E5%9E%8B.md'\u003e走进深度学习的世界 神经网络模型\u003c/a\u003e\n            \u003cli\u003e\u003ca href='https://github.com/ben1234560/AiLearning-Theory-Applying/blob/master/%E6%B7%B1%E5%BA%A6%E5%AD%A6%E4%B9%A0%E5%85%A5%E9%97%A8/%E7%AC%AC%E4%B8%89%E7%AB%A0%E2%80%94%E2%80%94%E5%8D%B7%E7%A7%AF%E7%A5%9E%E7%BB%8F%E7%BD%91%E7%BB%9C.md'\u003e卷积神经网络\u003c/a\u003e\n            \u003cli\u003e\u003ca href='https://github.com/ben1234560/AiLearning-Theory-Applying/blob/master/%E6%B7%B1%E5%BA%A6%E5%AD%A6%E4%B9%A0%E5%85%A5%E9%97%A8/%E7%AC%AC%E5%9B%9B%E7%AB%A0%E2%80%94%E2%80%94%E9%80%92%E5%BD%92%E7%A5%9E%E7%BB%8F%E7%BD%91%E7%BB%9C%E4%B8%8E%E8%AF%8D%E5%90%91%E9%87%8F%E5%8E%9F%E7%90%86%E8%A7%A3%E8%AF%BB.md'\u003e递归神经网络与词向量原理解读\u003c/a\u003e\n            \u003cli\u003e\u003ca href='https://github.com/ben1234560/AiLearning-Theory-Applying/tree/master/%E6%B7%B1%E5%BA%A6%E5%AD%A6%E4%B9%A0%E5%85%A5%E9%97%A8/%E7%AC%AC%E4%BA%94%E7%AB%A0%E2%80%94%E2%80%94LSTM%E7%BD%91%E7%BB%9C%E6%9E%B6%E6%9E%84%E4%B8%8E%E6%83%85%E6%84%9F%E5%88%86%E6%9E%90%E5%BA%94%E7%94%A8%E5%AE%9E%E4%BE%8B'\u003eLSTM网络架构与情感分析应用实例\u003c/a\u003e\n\t\t\u003cli\u003e\u003ca href='https://github.com/ben1234560/AiLearning-Theory-Applying/tree/master/%E6%9C%BA%E5%99%A8%E5%AD%A6%E4%B9%A0%E7%AB%9E%E8%B5%9B%E5%AE%9E%E6%88%98_%E4%BC%98%E8%83%9C%E8%A7%A3%E5%86%B3%E6%96%B9%E6%A1%88/%E5%BF%AB%E6%89%8B%E7%9F%AD%E8%A7%86%E9%A2%91%E7%94%A8%E6%88%B7%E6%B4%BB%E8%B7%83%E5%BA%A6%E5%88%86%E6%9E%90'\u003e快手用户活跃预测（含数据集）\u003c/a\u003e\n            \u003cli\u003e\u003ca href='https://github.com/ben1234560/AiLearning-Theory-Applying/tree/master/%E6%9C%BA%E5%99%A8%E5%AD%A6%E4%B9%A0%E7%AB%9E%E8%B5%9B%E5%AE%9E%E6%88%98_%E4%BC%98%E8%83%9C%E8%A7%A3%E5%86%B3%E6%96%B9%E6%A1%88/ACM%20SIGSPATIAL%202021%20GISCUP'\u003eACM SIGSPATIAL 2021预估到达时间（含数据集）\u003c/a\u003e\n        \u003c/ul\u003e\n        \u003cli\u003e\u003ca href='https://github.com/ben1234560/AiLearning-Theory-Applying/tree/master/NLP%E9%80%9A%E7%94%A8%E6%A1%86%E6%9E%B6BERT%E9%A1%B9%E7%9B%AE%E5%AE%9E%E6%88%98'\u003eNLP通用框架BERT项目实战\u003c/a\u003e\n        \u003cul\u003e\n            \u003cli\u003e\u003ca href='https://github.com/ben1234560/AiLearning-Theory-Applying/blob/master/NLP%E9%80%9A%E7%94%A8%E6%A1%86%E6%9E%B6BERT%E9%A1%B9%E7%9B%AE%E5%AE%9E%E6%88%98/%E7%AC%AC%E4%B8%80%E7%AB%A0%E2%80%94%E2%80%94NLP%E9%80%9A%E7%94%A8%E6%A1%86%E6%9E%B6BERT%E5%8E%9F%E7%90%86%E8%A7%A3%E8%AF%BB.md'\u003eNLP通用框架BERT原理解读\u003c/a\u003e\n            \u003cli\u003e\u003ca href='https://github.com/ben1234560/AiLearning-Theory-Applying/tree/master/NLP%E9%80%9A%E7%94%A8%E6%A1%86%E6%9E%B6BERT%E9%A1%B9%E7%9B%AE%E5%AE%9E%E6%88%98/%E7%AC%AC%E4%BA%8C%E7%AB%A0%E2%80%94%E2%80%94BERT%E6%BA%90%E7%A0%81%E8%A7%A3%E8%AF%BB%E4%B8%8E%E5%BA%94%E7%94%A8%E5%AE%9E%E4%BE%8B'\u003eBERT源码解读与应用实例\u003c/a\u003e\n            \u003cli\u003e\u003ca href='https://github.com/ben1234560/AiLearning-Theory-Applying/blob/master/NLP%E9%80%9A%E7%94%A8%E6%A1%86%E6%9E%B6BERT%E9%A1%B9%E7%9B%AE%E5%AE%9E%E6%88%98/%E7%AC%AC%E4%B8%89%E7%AB%A0%E2%80%94%E2%80%94%E5%9F%BA%E4%BA%8EBERT%E7%9A%84%E4%B8%AD%E6%96%87%E6%83%85%E6%84%9F%E5%88%86%E6%9E%90%E5%AE%9E%E6%88%98.md'\u003e基于BERT的中文情感分析实战.md\u003c/a\u003e\n        \u003c/ul\u003e \n   \u003cli\u003e\u003ca href='https://github.com/ben1234560/AiLearning-Theory-Applying/tree/master/%E6%9C%BA%E5%99%A8%E5%AD%A6%E4%B9%A0%E7%AE%97%E6%B3%95%E5%8E%9F%E7%90%86%E5%8F%8A%E6%8E%A8%E5%AF%BC'\u003e机器学习算法原理及推导\u003c/a\u003e\n        \u003cul\u003e\n            \u003cli\u003e\u003ca href='https://github.com/ben1234560/AiLearning-Theory-Applying/tree/master/%E6%9C%BA%E5%99%A8%E5%AD%A6%E4%B9%A0%E7%AE%97%E6%B3%95%E5%8E%9F%E7%90%86%E5%8F%8A%E6%8E%A8%E5%AF%BC/%E6%9D%8E%E8%88%AA%E2%80%94%E2%80%94%E7%BB%9F%E8%AE%A1%E5%AD%A6%E4%B9%A0%E6%96%B9%E6%B3%95'\u003e李航——统计学习方法\u003c/a\u003e\n            \u003cli\u003e\u003ca href='https://github.com/ben1234560/AiLearning-Theory-Applying/tree/master/%E6%9C%BA%E5%99%A8%E5%AD%A6%E4%B9%A0%E7%AE%97%E6%B3%95%E5%8E%9F%E7%90%86%E5%8F%8A%E6%8E%A8%E5%AF%BC/%E6%9D%8E%E5%AE%8F%E6%AF%85%E2%80%94%E2%80%94%E5%BC%82%E5%B8%B8%E6%A3%80%E6%B5%8B'\u003e李宏毅——异常检测\u003c/a\u003e\n        \u003c/ul\u003e\n\n\n\n\n\n\n\n## 说明\n\n\u003cp\u003e 本专题并不用于商业用途，转载请注明本专题地址，如有侵权，请务必邮件通知作者。\n\u003cp\u003e 如有文字、代码等遗漏或错误的地方，望不吝赐教，万分感谢。\n\u003cp\u003e Email：909336740@qq.com\n\n\n## License\n\n本文使用的许可见 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