DeepPavlov的创建者基于cs224n课程开设的“ NLP深度学习”开放课程

大家好!
如果您对课程有疑问,请参阅下面的“问答”部分。


介绍


我的名字叫Alexei Klokov,我想谈谈自然语言处理课堂课程的启动,这是由DeepPavlov项目的物理技术人员再次启动的-DeepPavlov项目是一个对话式人工智能的开放库,由MIPT的神经系统和深度学习实验室开发。谢谢他们,莫里什卡允许在我们的ods博客上的Habré上涵盖此主题。所以走吧!


图片
图1. DeepPavlov徽标


简要地


C 11- 2020 «Deep Learning in NLP».
NLP . , , . (NLP ), . , , , " ". — cs224n , NLP (. 2019 ). “” !


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2. GPU —


, , . python. tensorflow pytorch .



, ( ):


  1. (Word embeddings: w2v, fasttext GloVe)
  2. (FFNN, backprop)
  3. NLP (Language Modeling: RNN. CNN)
  4. Transfer learning (ELMo, ULMFiT)
  5. (Attention, seq2seq NMT)
  6. (Self-Attention, Transformer)
  7. BERT
  8. Next steps: GANs in NLP .

( @alexeysorokin89) ( @letmypeoplego).


1 : . , , .9 ( ""), 9235 (2 ).
: 11.02.2019, 19:00.


— inverted classroom. , , / Youtube, , , . :


  • . cs224n roadmap. ( ). . 1 . ! >>1<<, >>2<< !
  • . , . , . — . Youtube, . ( – transfer learning).
  • . , cs231n. w2v, backprop RNN . 2019 - (peer-reviewed). .. , - – .
  • . ( NLP-Researcher). . . cs224n — Question Answering. SQuAD 2.0, . . , . , .
  • . inclass competition – .


  1. : https://forms.gle/1mz9rzoFdf2Von9L7
  2. — Telegram. . : https://t.me/dlinnlp2020spring; 2020 : https://t.me/joinchat/HdGuOk3LL4J3iDqj8x0i6g
  3. yorko roadmap ( , … ?) https://github.com/Yorko/dl_in_nlp_deeppavlov_cs224n_spring2020
  4. , 800+ ( , ): https://t.me/dlinnlp_discuss

Q & A


  1. road map? — . . .
  2. ? — .
  3. , ? — , . .
  4. , ? — (moryshka). 19:00 11 .
  5. ( .) , ? — , . !

ODS


OpenDataScience, 2 ML DL. DS (~41 ) ( ) . ODS . Slack. workspace_ods. «DL in NLP» #class_cs224n Slack.



. , , - . PhD University of Massachusetts Lowell Google. . – .


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3. c RNN



ods.ai , , , . .


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Source: https://habr.com/ru/post/undefined/


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