yangyaoyunshu / notes

Notes of deep learning papers

notes: Notes of Deep Learning

Category

• Optimization
• Unsupervised & Generative
• Computer Vision
• Natural Language Processing
• Speech
• Reinforcement

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• Deep Learning (2015) Review
  • nature | note

Unsupervised & Generative

• Auto-Encoding Variational Bayes (2013, 12) Generative, Approximate
  • arXiv | note

Optimizationa

• Dropout (2012, 2014) Regulaizer, Ensemble
  • arXiv (2012) | arXiv (2014) | note
• Batch Normalization (2015) Regulaizer, Training
  • arXiv | note
• Layer Normalization (2016) Regulaizer, Training
  • arXiv | note

NLP

• Convolutional Neural Networks for Sentence Classification (2014. 8) CNN
  • arXiv | code
• Ask Me Anything: Dynamic Memory Networks for Natural Language Processing (2015. 6) Memory, QA
  • arXiv | code
• Attention Is All You Need (2017. 6) Attention
  • arXiv | note | code