学习笔记之自然语言处理（Natural Language Processing）

自然语言处理 - 维基百科，自由的百科全书

https://zh.wikipedia.org/wiki/%E8%87%AA%E7%84%B6%E8%AF%AD%E8%A8%80%E5%A4%84%E7%90%86

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BEST PRACTICE

语音识别技术简史

• https://mp.weixin.qq.com/s/wnPAnOaB0ydahZP-Da4Plw

NLP领域预训练模型的现状及分析

• https://mp.weixin.qq.com/s/vFsJE81Rs8C1zKoNv3K-bA

自然语言处理领域阅读指南

• https://mp.weixin.qq.com/s/AZZoK4rsynvdNQ-M1oDPUg

NLP学习思维导图，非常的全面和清晰

• https://mp.weixin.qq.com/s/e7Lp5Suzp1Z9P-ESExGJkw
• https://github.com/graykode/nlp-roadmap

练手扎实基本功必备：非结构文本特征提取方法

• https://mp.weixin.qq.com/s/ghfh1x_lsEcoA8PFPXE46w

干货|一文读懂词性标注

• https://mp.weixin.qq.com/s/voXzXiJ-xQdvn6cc1ifz6A

NLP三种中文分词工具的对比使用

• https://mp.weixin.qq.com/s?__biz=MzAxMjUyNDQ5OA==&mid=2653560767&idx=1&sn=e949a2cb82cbc357b5c5e2ed04a73f23&chksm=806e3102b719b814e9fd6498805e48db5a3a688aa596f67b6116efe165c76cac819452a894c5&mpshare=1&scene=24&srcid=&sharer_sharetime=1567993236268&sharer_shareid=5ed4a849fa42d9599a974fa8eb45e8fa&key=6d90834972a32f5a3032ba6357f32311f48632f518b1df7a5075f92c15110a43e1927caa99bb9b234b7b57d518e01ae28efe378f3835601a663a919a79775fd02005ef5189b019430c7b079691204ec9&ascene=14&uin=MTMzMzc3MjY4MQ%3D%3D&devicetype=Windows+10&version=62060833&lang=en&pass_ticket=tT3maEfznKd3xtVT4L8%2Bl%2B2KKdhrJZ3ERaWEoIpqIMB2I2ssKo%2BTfx0v80L7rMTL

简单有效的多标准中文分词

• https://mp.weixin.qq.com/s/S2xfakhh1EpqW_s8AFTNuA
• http://www.hankcs.com/nlp/segment/multi-criteria-cws.html

干货|一文读懂依存句法分析

• https://mp.weixin.qq.com/s/0-g2AVUWe1fYTl8ZkCJNPQ
• https://github.com/yuquanle/StudyForNLP/blob/master/NLPbasic/Dependency.ipynb

框架|最新最先进的自然语言处理库介绍，涵盖BERT，GPT-2等

• https://mp.weixin.qq.com/s/Nqt7ALFOlg78WJ2sgNMstg

解密 BERT

• https://mp.weixin.qq.com/s/SPfa17p3QetZXCC01DwmQA
• https://www.analyticsvidhya.com/

BERT 瘦身之路：Distillation，Quantization，Pruning

• https://mp.weixin.qq.com/s/Soiq0zcH7tR92mmzXK5_eg

BERT 的演进和应用

• https://mp.weixin.qq.com/s/r0Dew1W2goLKdnYQOwdcJw
• https://zhuanlan.zhihu.com/p/72805778

将BERT思想用于语音识别！滴滴提出新无监督预训练框架，中文识别性能提升10%

• https://mp.weixin.qq.com/s/bsRVFjhWg0s6GtyllJZ4-w
• https://arxiv.org/pdf/1910.09932.pdf

XLNet预训练模型，看这篇就够了！

• https://mp.weixin.qq.com/s/_8hcLR9y1c8RmjPb79Rw_g
• https://github.com/NLP-LOVE/ML-NLP
• https://github.com/ymcui/Chinese-PreTrained-XLNet

T5 模型：NLP Text-to-Text 预训练模型超大规模探索

• https://mp.weixin.qq.com/s/0EDN-ILeL_diZ1G11ikwjw

知识蒸馏（Knowledge Distillation）简述

• https://mp.weixin.qq.com/s/TM9_1f0hHtMZnu2dGe0s_A
• https://mp.weixin.qq.com/s/pXoENwz4Z-eok9y3P9rQvg
• https://zhuanlan.zhihu.com/p/82129871
• https://zhuanlan.zhihu.com/p/81467832

经验|初入NLP领域的一些小建议

• https://mp.weixin.qq.com/s/at7_OOf8BSWlqO5eawzOQw
• https://zhuanlan.zhihu.com/p/59184256

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APPLICATION

NLP 学习：从文本中提取时间

• https://mp.weixin.qq.com/s/F6nriPskzZ8g-L9ntRwvkQ