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nlp相关的一些代码, 包括词向量(Word Embedding)、命名实体识别(NER)、文本分类(Sentence Classificatin)、文本相似性(Sentence Similarity)等,基于keras和tensorflow

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基础

常见问题

经典书目(百度云 提取码:b5qq)

  • Deep Learning.深度学习必读. 原书地址
  • 斯坦福大学《语音与语言处理》第三版:NLP必读. 原书地址
  • Neural Networks and Deep Learning. 入门必读. 原书地址
  • 复旦大学《神经网络与深度学习》邱锡鹏教授. 原书地址

已读论文

  • EDA: Easy Data Augmentation Techniques for Boosting Performance on Text Classification Tasks.论文
  • Transformer. 论文
  • Transformer-XL. 论文
  • Convolutional Neural Networks for Sentence Classification. 论文
  • Attention-Based Bidirectional Long Short-Term Memory Networks for Relation Classification. 论文
  • A Question-Focused Multi-Factor Attention Network for Question Answering. 论文

已读博文

  • Transformer.博文
  • Attention-based-model. 博文
  • KL divergence. 博文
  • Building Autoencoders in Keras. 博文
  • Modern Deep Learning Techniques Applied to Natural Language Processing. 博文
  • Node2vec embeddings for graph data. 博文
  • Bert解读. 博文

待读论文

  • GloVe: Global Vectors for Word Representation. 官网
  • A Deep Ensemble Model with Slot Alignment for Sequence-to-Sequence Natural Language Generation. 论文
  • The Design and Implementation of XiaoIce, an Empathetic Social Chatbot. 论文
  • A Knowledge-Grounded Neural Conversation Model. 论文
  • Neural Generative Question Answering. 论文
  • A Sensitivity Analysis of (and Practitioners’ Guide to) Convolutional Neural Networks for Sentence Classification. 论文
  • ImageNet Classification with Deep Convolutional Neural Networks. 论文
  • Network In Network. 论文,翻译
  • Long Short-term Memory. 论文
  • Learning Phrase Representations using RNN Encoder–Decoder for Statistical Machine Translation. 论文
  • Get To The Point: Summarization with Pointer-Generator Networks. 论文
  • Generative Adversarial Text to Image Synthesis. 论文
  • Image-to-Image Translation with Conditional Adversarial Networks. 论文
  • Photo-Realistic Single Image Super-Resolution Using a Generative Adversarial Network. 论文
  • Unsupervised Learning of Visual Structure using Predictive Generative Networks. 论文
  • Learning to Rank Short Text Pairs with Convolutional Deep Neural Networks. 论文
  • Event Extraction via Dynamic Multi-Pooling Convolutional Neural. 论文
  • Low-Memory Neural Network Training:A Technical Report. 论文
  • Language Models are Unsupervised Multitask Learners. 论文
  • Transformer-XL: Attentive Language Models Beyond a Fixed-Length Context. 论文
  • BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding. 论文
  • SeqGAN: Sequence Generative Adversarial Nets with Policy Gradient. 论文

相关github项目

相关博客

相关会议

  • Association of Computational Linguistics(计算语言学协会). ACL
  • Empirical Methods in Natural Language Processing. EMNLP
  • International Conference on Computational Linguistics. COLING
  • Neural Information Processing Systems(神经信息处理系统会议). NIPS
  • AAAI Conference on Artificial Intelligence. AAAI
  • International Joint Conferences on AI. IJCAI
  • International Conference on Machine Learning(国际机器学习大会). ICML

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nlp相关的一些代码, 包括词向量(Word Embedding)、命名实体识别(NER)、文本分类(Sentence Classificatin)、文本相似性(Sentence Similarity)等,基于keras和tensorflow

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