CMU神经网络自然语言处理课程(by Graham Neubig)

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http://phontron.com/class/nn4nlp2017/schedule.html 《CS 11-747: Neural Networks for NLP》by Graham Neubig http://t.cn/RN4QrBO GitHub: https://github.com/neubig/nn4nlp2017-code 请参阅:http://weibo.com/1402400261/FjwSDruTf
新浪微博 @爱可可-爱生活 http://weibo.com/fly51fly
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Class IntroductionClass Introduction
01:11:44
A Simple (?) Exercise: Predicting the Next Word in a Sentence
01:17:15
Models of Words
01:09:02
Why is word2vec so fast Efficiency Tricks.
54:39
Convolutional Networks for Text
01:11:01
Recurrent Neural Networks
01:01:16
Using_Evaluating Sentence Representations
01:05:11
Conditioned Generation
01:01:46
Attention
01:03:18
Structured Prediction
01:20:01
Structured Prediction w_ Local Dependence
01:08:55
Transition-based Dependency Parsing
01:00:13
Parsing With Dynsmic Programs
01:00:11
Neural Semantic Parsing
01:00:08
Latent Variable Models
01:13:00
Reinforcement Learning
01:09:16
Adversarial Learning
55:39
Unsupervised Learning of Structure
55:04
Document Level Models
01:04:49
Models of Dialog
01:06:50
Learning From/For Knowledge Bases
01:09:40
Machine Reading w/ Neural Nets
57:07
Debugging Neural Nets for NLP
01:13:47
Advanced Search Algorithms
01:02:29
Multilingual and Multitask Learning
52:17
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