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20210410045
course-info
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c3b7ee24
Commit
c3b7ee24
authored
Jun 17, 2020
by
Wenzhe
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@@ -19,12 +19,14 @@
| 6月14日 (周日) 8:00PM | (直播-Discussion)
<br>
Inventory Optimization with Stochastic Programming ||
[
课件
](
http://47.94.6.102/NLP7/course-info/blob/master/%E8%AF%BE%E4%BB%B6/0614%20Inventory%20Optimization%20with%20Stochastic%20Programming%5B%E9%98%BF%E5%8B%87%5D.pptx
)
|||
| PART 1 自然语言处理基础 |
| 6月21日(周日,父亲节) 10:30AM | (直播-Lecture5)
<br>
文本表示|分词
<br>
拼写纠错
<br>
停用词过滤
<br>
词的标准化
<br>
词袋模型
<br>
文本相似度计算
<br>
词向量
<br>
句子向量
<br>
语言模型||||PROJECT 1 OUT|
| TBD | (直播-Paper) |||||
| TBD | (直播-Discussion)
<br>
各类文本相似度计算技术Survey| 短文本
<br>
长文本 |||||
| TBD | (直播-Discussion) 搜索引擎技术介绍|Vector-space model, 倒排表索引,PageRank等||||
| TBD | (直播-Discussion)
<br>
各类文本相似度计算技术的Survey| 短文本
<br>
长文本 |||||
| TBD | (直播-Discussion) 词向量实战:如何使用Glove, BERT词向量在自己的项目当中? ||||||
| TBD | (直播-Discussion) 问答系统的搭建:完整流程,相似度匹配,排序,文本预处理等||||
| 7月5日(周日) 10:30AM | (直播-Lecture6) |
<br>
SkipGram(重点讲解), CBOW, Glove, MF,Gaussian Embedding, 语言模型以及各类Smooting技术|||||
| TBD | (直播-Discussion)
<br>
SkipGram源代码解读|包括Huffman树等优化细节|||||
| TBD | (直播-Discussion)
<br>
第一次作业讲解||||||
| TBD | (直播-Paper)
<br>
第四篇论文讲解
<br>
Mining and Summarizing Customer Reviews
|||||
| TBD | (直播-Paper)
<br>
|||||
| 7月12日(周日) 10:30AM | (直播-Lecture7)
<br>
EM算法和HMM |Em算法
<br>
Em收敛性
<br>
Em算法在高斯混合模型中的应用
<br>
HMM算法的引入
<br>
HMM中的概率计算
<br>
HMM中的学习(Baum-Welch算法)
<br>
HMM的预测问题(Viterbi算法)|||||
| TBD | (直播-Paper)
<br>
第五篇论文讲解
<br>
Reading Wikipedia to Answer Open-Domain Questions|||||
| TBD | (直播-Discussion)
<br>
基于HMM的词性分析(POS tagger)||||||
...
...
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