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paper_notes's Introduction

Paper note

论文要点笔记,想要把一些经典的或者前言的论文进行精读或者略读。但是个人力量和水平有限,所以在初期可能就只是翻译,而且翻译的还是不通畅,到后来可能会慢慢的改的精要。会KEEP UPDATING!

Books

  • Deeplearning
  • tensorflow guid book

Paper

RL

  • Deep Reinforcement Learning with Double Q-learning
  • Playing Atari with Deep Reinforcement Learning
  • human-level control through deep reinforcement learning

SS

  • A Neural Attention Model for Sentence Summarization.pdf
  • ATTENTION IS ALL YOU NEED.pdf
  • character-level-convolutional-networks-for-text-classification.pdf
  • Nural machine translation by jointly learning to align and transelate.pdf
  • A Network-based End-to-End Trainable Task-oriented Dialogue System_1604.04562
  • Learning Phrase Representations using RNN Encoder-Decoder for statistical Machine Translation

QA

Blog

###attention

https://distill.pub/2016/augmented-rnns/

https://theneuralperspective.com/2016/11/20/recurrent-neural-network-rnn-part-4-attentional-interfaces/

https://blog.heuritech.com/2016/01/20/attention-mechanism/

LSTM

http://colah.github.io/posts/2015-08-Understanding-LSTMs/

Goals

  • attention,Con2S
  • write a survey on seq2seq or RNN ?
  • trying build a QA model?
  • build a ResNet
  • translate-task
  • RL

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