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20200203098
project2
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a79b7c72
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a79b7c72
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5 years ago
by
TeacherZhu
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| 日期 | 主题 | 知识点详情 | 课件 | 相关阅读 | 其 他 | 作业 |
|---------|---------|---------|---------|---------|---------|---------|
| PART 0 前期基础复习(机器学习与凸优化)|
| 2月22日(周六) 10:00AM | (直播-Lecture)
<br>
算法复杂度,动态规划,DTW |
<br>
时间/空间复杂度的分析、
<br>
Master's Theorem(主定理),
<br>
v递归程序的时间复杂度
<br>
与空间复杂度、
<br>
动态规划算法介绍、
<br>
编辑距离的计算、
<br>
DTW的技术与应用,
<br>
Hamming Distance以及
<br>
Semantic Hashing |
[
Lecture1
](
http://47.94.6.102/NLPCamp6/course-info/blob/master/%E8%AF%BE%E4%BB%B6/slide-clear%20%200222Lecture1.pptx
)
|
[
[博客
]
十分钟搞定时间复杂度](https://www.jianshu.com/p/f4cca5ce055a)
<br/>
[
[博客
]
Dynamic Programming – Edit Distance Problem](https://algorithms.tutorialhorizon.com/dynamic-programming-edit-distance-problem/)
<br/>
[
[材料
]
Master's Theorem](http://people.csail.mit.edu/thies/6.046-web/master.pdf)
<br/>
[
Introduction to Algorithm (MIT Press)
](
http://ressources.unisciel.fr/algoprog/s00aaroot/aa00module1/res/%5BCormen-AL2011%5DIntroduction_To_Algorithms-A3.pdf
)
<br/>
|
[
如何写summary
](
http://47.94.6.102/NLPCamp6/course-info/wikis/%E5%A6%82%E4%BD%95%E5%86%99summary
)
|
[
第一篇论文阅读
](
http://47.94.6.102/NLPCamp6/course-info/blob/master/%E8%AF%BE%E4%BB%B6/0308%E8%AE%BA%E6%96%871.pdf
)
截止日期:3月8日(周日)北京时间 23:59PM,填写到
[
论文summary
](
https://shimo.im/sheets/JVp8GYP9G8TjhjyG/
)
|
| 2月22日(周六) 10:00AM | (直播-Lecture)
<br>
算法复杂度,动态规划,DTW |
<br>
时间/空间复杂度的分析、
<br>
Master's Theorem(主定理),
<br>
v递归程序的时间复杂度
<br>
与空间复杂度、
<br>
动态规划算法介绍、
<br>
编辑距离的计算、
<br>
DTW的技术与应用,
<br>
Hamming Distance以及
<br>
Semantic Hashing |
[
Lecture1
](
http://47.94.6.102/NLPCamp6/course-info/blob/master/%E8%AF%BE%E4%BB%B6/slide-clear%20%200222Lecture1.pptx
)
|
[
[博客
]
十分钟搞定时间复杂度](https://www.jianshu.com/p/f4cca5ce055a)
<br/>
[
[博客
]
Dynamic Programming – Edit Distance Problem](https://algorithms.tutorialhorizon.com/dynamic-programming-edit-distance-problem/)
<br/>
[
[材料
]
Master's Theorem](http://people.csail.mit.edu/thies/6.046-web/master.pdf)
<br/>
[
Introduction to Algorithm (MIT Press)
](
http://ressources.unisciel.fr/algoprog/s00aaroot/aa00module1/res/%5BCormen-AL2011%5DIntroduction_To_Algorithms-A3.pdf
)
<br/>
|
[
如何写summary
](
http://47.94.6.102/NLPCamp6/course-info/wikis/%E5%A6%82%E4%BD%95%E5%86%99summary
)
|
[
第一篇论文阅读
](
http://47.94.6.102/NLPCamp6/course-info/blob/master/%E8%AF%BE%E4%BB%B6/0308%E8%AE%BA%E6%96%871.pdf
)
截止日期:3月8日(周日)北京时间 23:59PM,填写到
<br>
[
论文summary
](
https://shimo.im/sheets/JVp8GYP9G8TjhjyG/
)
|
| 2月29日(周六) 10:00AM |(直播-Lecture)
<br>
逻辑回归与正则|逻辑回归模型
<br>
,GD, SGD,Distributed SGD,
<br>
过拟合与正则,
<br>
L1,L2,
<br>
LASSO,
<br>
Ridge Regression,
<br>
Hyperparameter Tuning
<br>
(Grid Search/Heuristic Search),
<br>
ElasticNet|
[
Lecture2
](
http://47.94.6.102/NLPCamp6/course-info/blob/master/%E8%AF%BE%E4%BB%B6/NLP60229.zip
)
|
[
Matrix Cookbook
](
https://www.math.uwaterloo.ca/~hwolkowi/matrixcookbook.pdf
)
<br/>
[
ElasticNet
](
https://web.stanford.edu/~hastie/Papers/elasticnet.pdf
)
<br/>
[
https://arxiv.org/pdf/1805.02408.pdf
](
https://arxiv.org/pdf/1805.02408.pdf
)
<br/>
[
Deep Computational Phenotyping
](
http://www-scf.usc.edu/~zche/papers/kdd2015.pdf
)
<br/>
[
Label Embedding using Hierarchical Structure of Labels for Twitter Classification
](
https://www.aclweb.org/anthology/D19-1660.pdf
)
<br/>
[
ElasticNet
](
https://web.stanford.edu/~hastie/Papers/elasticnet.pdf
)
<br/>
|||
| 3月1日 (周日) 11:00AM | (直播-Discussion)
<br>
经典数据结构与算法 |Divide and Conquer技术以及应用|
[
课件
](
http://47.94.6.102/NLPCamp6/course-info/blob/master/%E8%AF%BE%E4%BB%B6/review1-divide%20and%20conquer%20-%20v2.pptx
)
||||
| 3月1日 (周日) 3:30PM | (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/NLPCamp6/course-info/blob/master/%E8%AF%BE%E4%BB%B6/review_1_hashtable_tree_heap.pptx
)
||||
...
...
@@ -12,7 +12,7 @@
| 3月8日 (周日) 11:00AM | (直播-Paper)
<br>
第一篇论文讲解
<br>
Searching and Mining Trillions of Time Series Subsequences under Dynamic Time Warping ||
[
课件
](
http://47.94.6.102/NLPCamp6/course-info/blob/master/%E8%AF%BE%E4%BB%B6/0308%E8%AE%BA%E6%96%871.pdf
)
||||
| 3月8日 (周日) 3:30PM | (直播-Discussion)
<br>
Ensemble模型实战|GBDT, XGBoost, LightGBM|
[
课件
](
http://47.94.6.102/NLPCamp6/course-info/blob/master/%E8%AF%BE%E4%BB%B6/0308nlp6Ensemble%E5%AE%9E%E6%88%98-%E9%9B%86%E6%88%90%E5%AD%A6%E4%B9%A0.pptx
)
|||
| 3月8日 (周日) 5:00PM | (直播-Discussion)
<br>
机器学习回顾(1) | 决策树,随机森林 |
[
课件
](
http://47.94.6.102/NLPCamp6/course-info/blob/master/%E8%AF%BE%E4%BB%B6/0308%E6%9C%BA%E5%99%A8%E5%9B%9E%E9%A1%BE%EF%BC%881%EF%BC%89%E4%B9%8B%E5%86%B3%E7%AD%96%E6%A0%91%E5%92%8C%E9%9A%8F%E6%9C%BA%E6%A3%AE%E6%9E%97.pptx
)
||||
| 3月14日(周六) 10:00AM | (直播-Lecture)
<br>
凸优化(1)| 凸集,
<br>
凸函数、
<br>
判定凸函数、
<br>
LP Problem,
<br>
QP Problem,
<br>
非凸函数问题|
[
Lecture4
](
http://47.94.6.102/NLPCamp6/course-info/tree/master/%E8%AF%BE%E4%BB%B6/0314
)
|
[
如何上传小作业
](
http://47.94.6.102/NLPCamp6/course-info/wikis/%E5%A6%82%E4%BD%95%E5%86%99%E5%B0%8F%E4%BD%9C%E4%B8%9A
)
|
[
小作业1
](
http://47.94.6.102/NLPCamp6/course-info/tree/master/homework1
)
Out 截止日期:3月22日(周日)北京时间 23:59PM, 上传到gitlab|
| 3月14日(周六) 10:00AM | (直播-Lecture)
<br>
凸优化(1)| 凸集,
<br>
凸函数、
<br>
判定凸函数、
<br>
LP Problem,
<br>
QP Problem,
<br>
非凸函数问题|
[
Lecture4
](
http://47.94.6.102/NLPCamp6/course-info/tree/master/%E8%AF%BE%E4%BB%B6/0314
)
|
|
[
如何上传小作业
](
http://47.94.6.102/NLPCamp6/course-info/wikis/%E5%A6%82%E4%BD%95%E5%86%99%E5%B0%8F%E4%BD%9C%E4%B8%9A
)
|
[
小作业1
](
http://47.94.6.102/NLPCamp6/course-info/tree/master/homework1
)
Out 截止日期:3月22日(周日)北京时间 23:59PM, 上传到gitlab|
| 3月15日(周日) 11:00AM | (直播-Paper)
<br>
第二篇论文讲解
<br>
From Word Embeddings To Document Distances|||||
| 3月15日 (周日) 3:30PM | (直播-Discussion)
<br>
生活中的优化问题 | 案例讲解 |||||
| 3月15日 (周日) 5:00PM | (直播-Discussion)
<br>
机器学习回顾(2) | Linear SVM讲解 |||||
...
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