Text-Classification

Explore text classification methods in NLP with deep learning

Refer

https://github.com/brightmart/text_classification

https://github.com/dennybritz/cnn-text-classification-tf  （http://www.wildml.com/2015/12/implementing-a-cnn-for-text-classification-in-tensorflow/）

https://github.com/yoonkim/CNN_sentence

https://github.com/chenyuntc/PyTorchText :1st Place Solution for Zhihu Machine Learning Challenge . Implementation of various text-classification models.(知乎看山杯第一名解决方案) https://biendata.com/competition/zhihu/

https://github.com/gaussic/text-classification-cnn-rnn

https://www.zhihu.com/question/58863937

https://github.com/richliao/textClassifier ：Text classifier for Hierarchical Attention Networks for Document Classification

https://github.com/yudake/porn_fiction_classify 利用 文本卷积神经网络 （TextCNN）训练的文章分类模型，检测是否为色情文章。

http://nadbordrozd.github.io/blog/2017/08/12/looking-for-the-text-top-model/ Looking for the Text Top Model

Paper

https://github.com/dennybritz/deeplearning-papernotes Summaries and notes on Deep Learning research papers

http://www.aclweb.org/anthology/D14-1181

https://arxiv.org/abs/1510.03820

https://arxiv.org/pdf/1708.04729.pdf

https://arxiv.org/pdf/1804.02063.pdf  （Few-Shot Text Classification with Pre-Trained Word Embeddings and a Human in the Loop）

https://arxiv.org/pdf/1801.06287.pdf What Does a TextCNN Learn?

https://arxiv.org/pdf/1708.04729.pdf Deconvolutional Paragraph Representation Learning

https://arxiv.org/pdf/1707.02919.pdf A Brief Survey of Text Mining: Classification, Clustering and extrachtion techniques

https://arxiv.org/pdf/1709.08716.pdf DOC: Deep Open Classification of Text Documents

https://arxiv.org/pdf/1709.08267.pdf HDLTex: Hierarchical Deep Learning for Text Classification Tool

https://github.com/dennybritz/bella bella is a tool that helps managing, labeling and evaluating natural language datasets.

https://arxiv.org/pdf/1801.06146.pdf Fine-tuned Language Models for Text Classification

Resource

Docs

Data

Video