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NLP7
course-info
Commits
4c4bed83
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4c4bed83
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Jun 01, 2020
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|---------|---------|---------|---------|---------|---------|---------|
| PART 0 前期基础复习(机器学习与凸优化)|
| 5月24日 (周日) 10:30AM | (直播-Lecture1)
<br
/>
概论,算法复杂度,逻辑回归与正则 | 时间/空间复杂度的分析,
<br>
递归程序的时间复杂度
<br>
与空间复杂度、
<br>
逻辑回归与正则 |
[
Lecture1
](
http://47.94.6.102/NLP7/course-info/blob/master/%E8%AF%BE%E4%BB%B6/0524%E6%A6%82%E8%AE%BA%EF%BC%8C%E7%AE%97%E6%B3%95%E5%A4%8D%E6%9D%82%E5%BA%A6%EF%BC%8C%E5%8A%A8%E6%80%81%E8%A7%84%E5%88%92%EF%BC%8CDTW%EF%BC%8C%E9%80%BB%E8%BE%91%E5%9B%9E%E5%BD%92%E4%B8%8E%E6%AD%A3%E5%88%99.pptx
)
|
[
gitlab使用教程
](
https://www.greedyai.com/course/46
)
<br/><br
/>
[
[博客
]
十分钟搞定时间复杂度(必看)](https://www.jianshu.com/p/f4cca5ce055a)
<br/><br
/>
[
[博客
]
Dynamic Programming – Edit Distance Problem(必看)](https://algorithms.tutorialhorizon.com/dynamic-programming-edit-distance-problem/)
<br
/><br/>
[
[材料
]
Master's Theorem(建议看)](http://people.csail.mit.edu/thies/6.046-web/master.pdf)
<br/><br
/>
[
Introduction to Algorithm (MIT Press)(强烈建议从头到尾好好读一下)
](
http://ressources.unisciel.fr/algoprog/s00aaroot/aa00module1/res/%5BCormen-AL2011%5DIntroduction_To_Algorithms-A3.pdf
)
<br/><br
/>
[
Convergence for Gradient Descent(想挑战一下的看)
](
https://www.stat.cmu.edu/~ryantibs/convexopt-F13/scribes/lec6.pdf
)
<br/><br
/>
[
Convergence for Adagrad(想挑战一下的看)
](
http://www.jmlr.org/papers/volume12/duchi11a/duchi11a.pdf
)
<br/><br
/>
[
Convergence for Adam(想挑战一下的看)
](
https://arxiv.org/pdf/1412.6980.pdf
)
<br/><br
/>
[
ElasticNet(想挑战一下的看)
](
https://web.stanford.edu/~hastie/Papers/B67.2%20(2005
)
%20301-320%20Zou%20&%20Hastie.pdf)
<br/><br
/>
[
DP Problems(必看)
](
https://people.cs.clemson.edu/~bcdean/dp_practice/
)
<br/><br
/>
|
[
如何写summary
](
http://47.94.6.102/NLP7/course-info/wikis/%E5%A6%82%E4%BD%95%E5%86%99summary
)
<br/><br
/>
[
如何写小作业?
](
http://47.94.6.102/NLP7/course-info/wikis/%E5%A6%82%E4%BD%95%E5%86%99%E5%B0%8F%E4%BD%9C%E4%B8%9A%EF%BC%9F
)
|
[
第一次小作业
](
http://47.94.6.102/NLP7/MiniAssignments/tree/master/homework1
)
<br><br>
截止日期:5月31日(周日)
<br>
北京时间 23:59PM,
<br>
上传到gitlab|
| 5月30日 (周六) 8:00PM | (直播-Paper)
<br>
第一篇论文解读
<br>
XGBoost: A Scalable Tree Boosting System ||
[
课件
](
http://47.94.6.102/NLP7/course-info/blob/master/%E8%AF%BE%E4%BB%B6/0530%E7%AC%AC%E4%B8%80%E7%AF%87%E8%AE%BA%E6%96%87xgboost.pptx
)
|||
[
第一篇论文
](
http://47.94.6.102/NLP7/course-info/blob/master/%E8%AF%BE%E4%BB%B6/XGBoost-%20A%20Scalable%20Tree%20Boosting%20System.pdf
)
Out
<br>
summary截止日期:
<br>
5月31日(周日)
<br>
北京时间 23:59PM,
<br>
上传到核心文档|
| 5月30日 (周六) 8:00PM | (直播-Paper)
<br>
第一篇论文解读
<br>
XGBoost: A Scalable Tree Boosting System ||
[
课件
](
http://47.94.6.102/NLP7/course-info/blob/master/%E8%AF%BE%E4%BB%B6/0530%E7%AC%AC%E4%B8%80%E7%AF%87%E8%AE%BA%E6%96%87xgboost.pptx
)
|||
[
第一篇论文
](
http://47.94.6.102/NLP7/course-info/blob/master/%E8%AF%BE%E4%BB%B6/XGBoost-%20A%20Scalable%20Tree%20Boosting%20System.pdf
)
<br>
<br>
summary截止日期:
<br>
5月31日(周日)
<br>
北京时间 23:59PM,
<br>
上传到核心文档|
| 5月31日 (周日) 10:30AM | (直播-Lecture2)
<br>
Decision Tree, Random Forest, XGBoost | 树模型以及XGBoost核心算法讲解|
[
Lecture2
](
http://47.94.6.102/NLP7/course-info/blob/master/%E8%AF%BE%E4%BB%B6/0531Decision%20Tree%EF%BC%8Crandom%20forest%EF%BC%8Cxgboost.pptx
)
|||
| TBD | (直播-Discussion)
<br>
经典数据结构与算法 |动态规划问题讲解,贪心算法|
[
课件
](
http://47.94.6.102/NLP7/course-info/blob/master/%E8%AF%BE%E4%BB%B6/0531TBD%E5%8A%A8%E6%80%81%E8%A7%84%E5%88%92.pptx
)
||||
| 5月31日 (周日) 8:00PM | (直播-Discussion)
<br>
经典数据结构与算法 |哈希表,搜索树,堆(优先堆)|
[
课件
](
http://47.94.6.102/NLP7/course-info/blob/master/%E8%AF%BE%E4%BB%B6/0531%E5%93%88%E5%B8%8C%E8%A1%A8%EF%BC%8C%E6%90%9C%E7%B4%A2%E6%A0%91%EF%BC%8C%E5%A0%86%EF%BC%88%E4%BC%98%E5%85%88%E5%A0%86%EF%BC%89.pptx
)
||||
| 6月6日 (周日) 6:00PM | (直播-Discussion)
<br>
Ensemble模型实战||||||
| 6月6日 (周六) 8:00PM | (直播-Paper)
<br>
第二篇论文解读
<br>
From Word Embeddings To Document Distances ||
[
]()|||[论文疑问收集表
](
https://shimo.im/sheets/h39vKVcgkDrTxPDh/9csIE/
)
<br>
大家可以把对本周论文的疑问填到表格里,
<br>
老师课上会更有针对性的解答大家的疑问
<br><br>
[
论文summary提交链接
](
https://shimo.im/sheets/oMgWlUyzlfQszOpl/9weB1/
)
<br>
论文summary截止时间:
<br>
北京时间6月7日23:59PM|
| 6月6日 (周六) 8:00PM | (直播-Paper)
<br>
第二篇论文解读
<br>
From Word Embeddings To Document Distances ||
[
]()|||[论文疑问收集表
](
https://shimo.im/sheets/h39vKVcgkDrTxPDh/9csIE/
)
<br>
大家可以把对本周论文的疑问填到表格里,老师课上会更有针对性的解答大家的疑问
<br><br>
[
论文summary提交链接
](
https://shimo.im/sheets/oMgWlUyzlfQszOpl/9weB1/
)
<br>
论文summary截止时间:
<br>
北京时间6月7日23:59PM|
| 6月7日 (周日) 10:30AM | (直播-Lecture3)
<br>
凸优化(1) | 凸集,凸函数,判定凸函数,LP, QP, 非凸函数问题 ||||
| 6月7日 (周日) 8:00PM | (直播-Discussion)
<br>
生活中的优化问题 |||||
| | (直播-Discussion)
<br>
Simplex Method与LP实战 |||||
...
...
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