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20200519031
course-info
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1955089c
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Commit
1955089c
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May 21, 2020
by
Wenzhe
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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)|
| | (直播-Lecture1)
<br>
概论,算法复杂度,动态规划,DTW,逻辑回归与正则 | 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>
逻辑回归与正则 | |
[
[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
](
)|[第一篇论文阅读]()|
| | (直播-Discussion)
<br>
经典数据结构与算法 |动态规划问题讲解|||||
| | (直播-Discussion)
<br>
经典数据结构与算法 |哈希表,搜索树,堆(优先堆)|||||
| | (直播-Lecture2)
<br>
Decision Tree, Random Forest, XGBoost | 树模型以及XGBoost核心算法讲解||||
| | (直播-Discussion)
<br>
Ensemble模型实战||||||
| | (直播-Discussion)
<br>
经典数据结构与算法|贪心算法||||
| | (直播-Paper)
<br>
XGBoost论文解读 ||||||
| | (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 ||||
| | (直播-Discussion)
<br>
生活中的优化问题 |||||
| | (直播-Discussion)
<br>
Simplex Method与LP实战 |||||
| | (直播-Lecture4)
<br>
凸优化 (2) |Dualtiy, KKT条件,SVM的primal-Dual||||
| | (直播-Discussion)
<br>
LP, QP以及它们的Dual |||||
| | (直播-Discussion)
<br>
Inventory Optimization with Stochastic Programming |||||
| PART 1 自然语言处理基础|
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