麻省理工 高级算法 (6.854&18.415, Advanced Algorithms, Ankur Moitra)【英】

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2018-11-05 20:08:34
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https://www.youtube.com/playlist?list=PL6ogFv-ieghdoGKGg2Bik3Gl1glBTEu8c 视频地址:https://www.youtube.com/playlist?list=PL6ogFv-ieghdoGKGg2Bik3Gl1glBTEu8c 课程地址:http://people.csail.mit.edu/moitra/854.html
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03#Consistent Hashing and Random Trees I
59:17
03#Consistent Hashing and Random Trees II
20:12
04#Distinct Elements and Heavy Hitters
01:19:54
05#Johnson Lindenstrauss Lemma and Extensions
01:17:54
06#Nearest Neighbor Search and LSH
01:20:51
07#Flow Decomposition and Augmenting Paths
01:13:40
08#Capacity Scaling and Min Cost Matching
01:20:54
09#Min Cost Flow, Goldberg-Tarjan
01:19:15
10#Introduction to Linear Programming
01:15:51
11#Strong Duality, Zero Sum Games and Complementary Slackness
01:17:08
12#From Separation to Optimization and Back; Ellipsoid Method
01:18:23
13#Submodular Functions
01:06:59
14#Rounding Linear Programming Relaxations
01:19:03
15#Gradient Descent
01:14:11
16#Interior Point Methods
01:24:36
17#Multiplicative Weights and Zero Sum Games
01:08:38
18#Applications of Multiplicative Weights
01:17:35
19#Semidefinite Programming, MAXCUT
01:15:42
20#Grothendieck's Inequality and the Lovasz Theta Function
01:10:37
21#Planted Clique and Random Matrix Theory
01:18:35
22#Compressed Sensing
01:18:33
23#Smoothed Analysis
01:24:05
24#Oblivious Subspace Embeddings
01:11:36
25#Course Summary
01:15:09

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