经典书目(百度云 提取码：b5qq)
- 算法的乐趣.
原书地址
- LSTM(Long Short-term Memory).
地址 - Dropout(Improving neural networks by preventing co-adaptation of feature detectors).
地址 - Residual Network(Deep Residual Learning for Image Recognition).
地址
- EDA: Easy Data Augmentation Techniques for Boosting Performance on Text Classification Tasks.
地址
- Efficient Estimation of Word Representations in Vector Space.
地址 - Distributed Representations of Sentences and Documents.
地址 - Enriching Word Vectors with Subword Information.
地址.解读 - GloVe: Global Vectors for Word Representation.
官网 - ELMo (Deep contextualized word representations).
地址 - BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding.
地址 - Pre-Training with Whole Word Masking for Chinese BERT.
地址 - XLNet: Generalized Autoregressive Pretraining for Language Understanding
地址
- A Sensitivity Analysis of (and Practitioners’ Guide to) Convolutional Neural Networks for Sentence Classification.
地址 - Convolutional Neural Networks for Sentence Classification.
地址 - Attention-Based Bidirectional Long Short-Term Memory Networks for Relation Classification.
地址
- A Deep Ensemble Model with Slot Alignment for Sequence-to-Sequence Natural Language Generation.
地址 - SeqGAN: Sequence Generative Adversarial Nets with Policy Gradient.
地址 - Generative Adversarial Text to Image Synthesis.
地址
- Learning to Rank Short Text Pairs with Convolutional Deep Neural Networks.
地址 - Learning Text Similarity with Siamese Recurrent Networks.
地址
- A Deep Architecture for Matching Short Texts.
地址
- A Question-Focused Multi-Factor Attention Network for Question Answering.
地址 - The Design and Implementation of XiaoIce, an Empathetic Social Chatbot.
地址 - A Knowledge-Grounded Neural Conversation Model.
地址 - Neural Generative Question Answering.
地址 - Sequential Matching Network A New Architecture for Multi-turn Response Selection in Retrieval-Based Chatbots．
地址 - Modeling Multi-turn Conversation with Deep Utterance Aggregation．
地址 - Multi-Turn Response Selection for Chatbots with Deep Attention Matching Network．
地址
- Learning Phrase Representations using RNN Encoder–Decoder for Statistical Machine Translation.
地址 - Transformer (Attention Is All You Need).
地址 - Transformer-XL:Attentive Language Models Beyond a Fixed-Length Context.
地址
- Get To The Point: Summarization with Pointer-Generator Networks.
地址
- Event Extraction via Dynamic Multi-Pooling Convolutional Neural.
地址
- Behavior Sequence Transformer for E-commerce Recommendation in Alibaba.
地址
- The Illustrated Transformer.
博文 - Attention-based-model.
地址 - KL divergence.
地址 - Building Autoencoders in Keras.
地址 - Modern Deep Learning Techniques Applied to Natural Language Processing.
地址 - Node2vec embeddings for graph data.
地址 - Bert解读.
地址地址 - XLNet:运行机制及和Bert的异同比较.
地址 - 难以置信！LSTM和GRU的解析从未如此清晰（动图+视频）。
地址
- fasttext(skipgram+cbow)
- gensim(word2vec)
- eda
- svm
- fasttext
- textcnn
- bilstm+attention
- rcnn
- han
- bert
- bilstm+crf
- siamese
- keras-gpt-2.
地址 - textClassifier.
地址 - attention-is-all-you-need-keras.
地址 - BERT_with_keras.
地址 - keras-bert.
地址 - ELMo-keras.
地址 - SeqGAN.
地址
- 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