Text classification with TensorFlow Hub: Movie reviews This notebook classifies movie reviews aspositiveornegativeusing the text of the review. This is an example ofbinary—or two-class—classification, an important and widely applicable kind of machine learning problem. The tutorial demonstrates the b...
[1]CONVOLUTIONAL, LONG SHORT-TERM MEMORY, FULLY CONNECTED DEEP NEURAL NETWORKS [2]Efficient Character-level Document Classification by Combining Convolution and Recurrent Layers 结合此文,对sentiment prediction做进一步的性能提升。 一个近似的例子:https://github.com/LopezGG/NN_NER_tensorFlow/blob/master/n...
Full example can be found in TensorFlow examples (DNN-based text classification with DBpedia data):https:///tensorflow/tensorflow/blob/master/tensorflow/examples/learn/text_classification.py(note, that code there will be updated with new APIs so it’s better to check out there). Another text c...
2016年 Recurrent Neural Network for Text Classification with Multi-Task Learningarxiv.org/abs/1605.05101 2016年 A Bi-LSTM-RNNModel for Relation Classification Using Low-Cost Sequence Featuresarxiv.org/abs/1608.07720 模型流程 模型代码 fromtensorflow.kerasimportInput,Modelfromtensorflow.keras.layers...
tensorflow-text-classification 基于tensorflow的中文文本分类数据集:复旦中文语料,包含20类 数据集下载地址:https://www.kesci.com/mw/dataset/5d3a9c86cf76a600360edd04/content 数据集下载好之后将其放置在data文件夹下; 修改globalConfig.py中的全局路径为自己项目的路径; 处理后的数据和已训练好保存的模型,在这里...
本文是基于TensorFlow使用RNN进行的中文文本分类 环境 Python 3 TensorFlow 数据集 使用THUCNews的一个子集进行训练与测试(由于数据集太大,无法上传到Github,可自行下载),数据集划分如下: 训练集cnews.train.txt 50000条 验证集cnews.val.txt 5000条 测试集cnews.test.txt 10000条 共分为10个类别:"体育","财经"...
本文将探讨如何使用TensorFlow和TextCNN(文本卷积神经网络)来进行新闻文本分类。TextCNN是一种在自然语言处理中广泛应用的深度学习模型,它在文本分类任务中表现出色。 什么是TextCNN? TextCNN是一种利用卷积神经网络(CNN)对文本进行分类的算法,由Yoon Kim在《Convolutional Neural Networks for Sentence Classification》中...
Text Classification with Keras Data # encoding=utf-8 importargparse importlogging fromtensorflowimportkeras fromsklearn.metricsimportclassification_report fromsklearn.model_selectionimporttrain_test_split logger=logging.getLogger(__name__) defparse_argv(): ...
pip install Keras-TextClassification step2: downloadandunzip the dir of'data.rar', 地址: https://pan.baidu.com/s/1I3vydhmFEQ9nuPG2fDou8Q 提取码: rket cover the dir of data to anaconda, like'/anaconda/3.5.1/envs/tensorflow13/Lib/site-packages/keras_textclassification/data'step3: goto...
用卷积神经网络基于 Tensorflow 实现的中文文本分类 项目地址: https://github.com/fendouai/Chinese-Text-Classification 欢迎提问:http://tensorflow123.com/ 这个项目是基于以下项目改写: cnn-text-classification-tf 主要的改动: 兼容tensorflow 1.2 以上