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When it comes to deep learning natural language processing classic course, the first thought is CS224N courses at Stanford University. This course is well-deserved classic NLP course.
CS224N been kept up to date, it has been updated to the latest 2019 version. This article will detail sorted out (2019) a full set of resources CS224N, contains ppt, operations, projects.
First, put CS224N Course Home:
http://web.stanford.edu/class/cs224n/
Syllabus arrangement as shown below:
Sahua! Professor Chris Manning and Abigail See finishing CS224N (2019) finishing a full set of resources officially released, in the open source on GitHub.
GitHub Address:
https://github.com/zhanlaoban/CS224N-Stanford-Winter-2019
This resource is very comprehensive and is based on the latest version of the 2019 curriculum. very good! The following look at the main contents it contains.
1. The course explains
This section contains all of each class handouts pdf, notes, code program, recommended reading materials. 1-20 hours fully contained.
To Lecture 01, for example, that it contains:
Among them, the sample code is .ipynb show format:
2. The five major operations
CS224N (2019) a total of five jobs. Work is very important, actual code to detect whether you are an important way to really grasp this course knowledge, this is the course to learn the most difficult places. The resource is fully contained part of the original code 5 times the job.
To Assignment 1, for example, that it contains are:
Which, zip file is .ipynb code files, pdf is to organize the code became pdf, very suitable to read.
However, the job source file does not contain the answer, oh, still have to complete.
3. course project
CS224N(2019) 包含了一个最终的大项目，类似与课程设计，是对整门课程的总结，更加注重代码实操能力。
4. 附加资源：
关于 CS224N(2019) 的视频，这里推荐一个 B 站资源，是最新的搬运：
https://www.bilibili.com/video/av46216519?from=search&seid=9871559733043132040
为了方便读者直接获取这份资源，我已经把该 GitHub 文件下载下来，获取链接：
https://pan.baidu.com/s/1jjmPpnVOm8R6dyUMJwYN_A
提取码：f5fz
最后，再次放上 CS224N(2019) 这份整合资源的 GitHub 地址：
https://github.com/zhanlaoban/CS224N-Stanford-Winter-2019
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