伯克利CS188人工智能导论(Spring 2016)

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2017-10-22 18:27:47
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http://ai.berkeley.edu/home.html UC Berkeley CS188 Intro to AI
新浪微博 @爱可可-爱生活 http://weibo.com/fly51fly
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1 (Search) Overview
15:43
1 (Search) Solutions
32:59
2 (Graph search + CSPs) Overview
25:01
2 (Graph Search + CSPs) Solutions
17:04
3 (CSPs + Games) Overview
30:25
3 (CSPs + Games) Solutions
32:20
4 (Games + MDPs) Solutions
18:06
5 (MDPs + RL) Overview
15:15
5 (MDPs + RL) Solutions
24:41
6 (RL + Probability) Overview
10:18
6 (RL + Probability) Solutions
10:57
7 (Bayes Nets + Variable Elimination) Overview
13:00
7 (Bayes Nets + Variable Elimination) Solutions
16:51
8 (Sampling + VPI) Overview
16:02
8 (Sampling + VPI) Solutions
20:04
9 (HMMs + Particle Filters) Overview
12:55
9 (HMMs + Particle Filters) Solutions
12:37
10 (Naive Bayes + Perceptrons) Overview
15:17
10 (Naive Bayes + Perceptrons) Solutions
15:39
11 (Neural Networks) Overview
24:46
11 (Perceptrons + Neural Networks) Solutions
15:34
12 (Neural Networks) Solutions
27:38
13 Bayes' Nets Representation
01:19:27
14 Bayes' Nets Inference
01:19:25
15 Bayes' Nets Sampling
01:20:45
17 VPIs and Markov Models
01:14:15
18 HMMs
01:17:12
19 HMM Filtering
01:23:32
21 Perceptron
01:23:05
25 Advanced Topics NLP
01:10:29
26 Advanced Topics HRI
53:02
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