amendgit / cs224n

CS224N: Natural Language Processing with Deep Learning

ANSWER REPORTs

• Assignment 1: http://www.amendgit.com/2017/cs224n-assignment-1/

MATERIALs

homepage: https://web.stanford.edu/class/cs224n/index.html
syllabus: http://web.stanford.edu/class/cs224n/syllabus.html
videos(2017 winter): https://www.youtube.com/playlist?list=PL3FW7Lu3i5Jsnh1rnUwq_TcylNr7EkRe6
translate: http://www.jianshu.com/p/062d2bbbef93
notes: https://github.com/stanfordnlp/cs224n-winter17-notes

01 IntroductionToNLPandDeepLearning

python tutorial: http://cs231n.github.io/python-numpy-tutorial
More Optimization (SGD) Review: http://cs231n.github.io/optimization-1
video: https://www.youtube.com/watch?v=OQQ-W_63UgQ

02 WordVectorRepresentations-word2vec

video: https://www.youtube.com/watch?v=ERibwqs9p38

Assignment #1

link: https://web.stanford.edu/class/cs224n/assignment1/index.html

03 GloVe-GlobalVectorsForWordRepresentation

video: https://www.youtube.com/watch?v=ASn7ExxLZws

04 WordWindowClassificationAndNeuralNetworks

video: https://www.youtube.com/watch?v=uc2_iwVqrRI

05 BackpropagationAndProjectAdvice

video: https://www.youtube.com/watch?v=isPiE-DBagM backprop: http://cs231n.github.io/optimization-2/ network architectures: http://cs231n.github.io/neural-networks-1/

06 Dependency Parsing

video: https://www.youtube.com/watch?v=PVShkZgXznc

07

video: https://www.youtube.com/watch?v=PicxU81owCs

08

video: https://www.youtube.com/watch?v=Keqep_PKrY8

09

video: https://www.youtube.com/watch?v=QuELiw8tbx8

Review Session: Midterm Review

video: https://www.youtube.com/watch?v=2DYxT4OMAmw

10

video: https://www.youtube.com/watch?v=IxQtK2SjWWM

11

video: https://www.youtube.com/watch?v=6_MO12fPC-0

12

video: https://www.youtube.com/watch?v=3MjIkWxXigM

13

video: https://www.youtube.com/watch?v=Lg6MZw_OOLI

14

video: https://www.youtube.com/watch?v=RfwgqPkWZ1w

15

video: https://www.youtube.com/watch?v=rpwEWLaueRk

16

video: https://www.youtube.com/watch?v=T3octNTE7Is

17

video: https://www.youtube.com/watch?v=B4v545V3Dq0

18

video: https://www.youtube.com/watch?v=JYwNmSe4HqE