** 基于 dennybritz's 项目cnn-text-classification-tf, 添加RNN+Attention 实现,同时对代码进行了简化和修改** Python 3 Tensorflow > 0.12 Numpy Training 首先在config.py中设置模型参数,具体参数含义如下: config parameters: # 常规参数 -- learning_rate 学习率 -- training_steps 迭代次数 -- batch_size ...
使用rnn,lstm,gru,fasttext,textcnn,dpcnn,rnn-att,lstm-att,兼容huggleface/transformers,以及以transforemrs作为词嵌入模型,后面接入cnn、rnn、attention等等做文本分类。以及各个模型的对比 - Lizhen0628/text_classification
于是找到原文:A Comprehensive Guide to Understand and Implement Text Classification in Python,里面对比了很多模型的分类性能,但是深度学习的模型并没有很好训练,没法有效进行对比,于是有了此文。 今天测试的两个文本分类器分别基于Facebook论文Bag of Tricks for Efficient Text Classification, 2016和 Convolutional ...
深度学习文本分类文献综述(翻译自Deep Learning Based Text Classification: A Comprehensive Review),程序员大本营,技术文章内容聚合第一站。
In the field of text classification by using deep learning (DL) approaches, researchers at home and abroad have made a lot of exploration. Yinghua et al. [ 9] proposed a model for the English text classification that extracts the local features by the CNN after the text input matrix is co...
In this chapter, we’ll discuss the usefulness of text classification and how to build text classifiers for our use cases, along with some practical tips for real-world scenarios.In machine learning, classification is the problem of categorizing a data instance into one or more known classes. ...
"Deep Short Text Classification with Knowledge Powered Attention" 这篇论文提出了一种深度学习模型,它使用了注意力机制和知识库来解决短文本分类问题。它在许多数据集上进行了测试,并且在大多数情况下都取得了优异的性能。 该模型通过使用知识库来增强注意力机制。在训练过程中,模型学习如何从外部知识库中提取与短...
Its code on GitHub:Convolutional Neural Network for Text Classification in Tensorflow (python 3)by dennybritz on Github (Python 2 versionby atveit on Github, this one forked the python 3 version by dennybritz) Note that python 3 version has more functionality (e.g.,eval.py) and it is mor...
In this article, I explain how do we fine-tune BERT for text classification. If you want to learn NLP from scratch, check out our course –Natural Language Processing (NLP) Using Python Table of Contents Transfer Learning in NLP What is Model Fine-Tuning?
Learning Deep Latent Spaces for Multi-Label Classifications: https://github.com/chihkuanyeh/C2AE Explicit Interaction Model towards Text Classification: https://github.com/NonvolatileMemory/AAAI_2019_EXAM Hierarchical Attention Transfer Network for Cross-domain Sentiment Classification: https://github.com...