manning cs224n

向manning大神学习如何去把知识讲授给他人，使人理解

1、introduce

“The goal of NLP isto be able to design algorithms to allow computers to “understand”natural language in order to perform some task.”一些实际任务，简单的有找关键词、找同义词，难一点的有机器翻译、对话、qa

nlp的第一步就是如何去represent word？ —-word vector

为什么要用深度学习？—-“数据量大、gpu、好的算法(…)模型”

基础课程：线代math51、概统cs109、机器学习CS229 or CS221

2、Word Vectors1

Word2vec

3、Word Vectors2

4、NN

5、bp

6、tf

7、Dependency Parsing

8、rnn

9、lstms

10、Seq2Seq with Attention

11、Attention and Transformer Networks

12、CNN

13、Tree RNN and Constituency Parsing

14、Coreference Resolution

15、Advanced Topics

16、rl

17、Semi-supervised and Multi-task Learning

18、future