All Projects → ilivans → Tf Rnn Attention

ilivans / Tf Rnn Attention

Licence: mit
Tensorflow implementation of attention mechanism for text classification tasks.

Programming Languages

python
139335 projects - #7 most used programming language

Projects that are alternatives of or similar to Tf Rnn Attention

ML2017FALL
Machine Learning (EE 5184) in NTU
Stars: ✭ 66 (-91.02%)
Mutual labels:  sentiment-analysis, text-classification, rnn
Text Classification Keras
📚 Text classification library with Keras
Stars: ✭ 53 (-92.79%)
Mutual labels:  text-classification, sentiment-analysis, attention
automatic-personality-prediction
[AAAI 2020] Modeling Personality with Attentive Networks and Contextual Embeddings
Stars: ✭ 43 (-94.15%)
Mutual labels:  text-classification, rnn, attention
medical-diagnosis-cnn-rnn-rcnn
分别使用rnn/cnn/rcnn来实现根据患者描述,进行疾病诊断
Stars: ✭ 39 (-94.69%)
Mutual labels:  text-classification, rnn
Base-On-Relation-Method-Extract-News-DA-RNN-Model-For-Stock-Prediction--Pytorch
基於關聯式新聞提取方法之雙階段注意力機制模型用於股票預測
Stars: ✭ 33 (-95.51%)
Mutual labels:  rnn, attention
NewsMTSC
Target-dependent sentiment classification in news articles reporting on political events. Includes a high-quality data set of over 11k sentences and a state-of-the-art classification model.
Stars: ✭ 54 (-92.65%)
Mutual labels:  sentiment-analysis, text-classification
Kaggle-Twitter-Sentiment-Analysis
Kaggle Twitter Sentiment Analysis Competition
Stars: ✭ 18 (-97.55%)
Mutual labels:  sentiment-analysis, text-classification
ai challenger 2018 sentiment analysis
Fine-grained Sentiment Analysis of User Reviews --- AI CHALLENGER 2018
Stars: ✭ 16 (-97.82%)
Mutual labels:  sentiment-analysis, attention
Bertweet
BERTweet: A pre-trained language model for English Tweets (EMNLP-2020)
Stars: ✭ 282 (-61.63%)
Mutual labels:  text-classification, sentiment-analysis
Text mining resources
Resources for learning about Text Mining and Natural Language Processing
Stars: ✭ 358 (-51.29%)
Mutual labels:  text-classification, sentiment-analysis
Thesemicolon
This repository contains Ipython notebooks and datasets for the data analytics youtube tutorials on The Semicolon.
Stars: ✭ 345 (-53.06%)
Mutual labels:  rnn, sentiment-analysis
Rmdl
RMDL: Random Multimodel Deep Learning for Classification
Stars: ✭ 375 (-48.98%)
Mutual labels:  rnn, text-classification
NTUA-slp-nlp
💻Speech and Natural Language Processing (SLP & NLP) Lab Assignments for ECE NTUA
Stars: ✭ 19 (-97.41%)
Mutual labels:  sentiment-analysis, attention
ntua-slp-semeval2018
Deep-learning models of NTUA-SLP team submitted in SemEval 2018 tasks 1, 2 and 3.
Stars: ✭ 79 (-89.25%)
Mutual labels:  sentiment-analysis, attention
NSP-BERT
The code for our paper "NSP-BERT: A Prompt-based Zero-Shot Learner Through an Original Pre-training Task —— Next Sentence Prediction"
Stars: ✭ 166 (-77.41%)
Mutual labels:  sentiment-analysis, text-classification
yunyi
2018“云移杯- 景区口碑评价分值预测
Stars: ✭ 29 (-96.05%)
Mutual labels:  text-classification, rnn
Multi Class Text Classification Cnn Rnn
Classify Kaggle San Francisco Crime Description into 39 classes. Build the model with CNN, RNN (GRU and LSTM) and Word Embeddings on Tensorflow.
Stars: ✭ 570 (-22.45%)
Mutual labels:  rnn, text-classification
Customer-Feedback-Analysis
Multi Class Text (Feedback) Classification using CNN, GRU Network and pre trained Word2Vec embedding, word embeddings on TensorFlow.
Stars: ✭ 18 (-97.55%)
Mutual labels:  text-classification, rnn
COVID-19-Tweet-Classification-using-Roberta-and-Bert-Simple-Transformers
Rank 1 / 216
Stars: ✭ 24 (-96.73%)
Mutual labels:  sentiment-analysis, text-classification
Text Classification Cnn Rnn
CNN-RNN中文文本分类,基于TensorFlow
Stars: ✭ 3,613 (+391.56%)
Mutual labels:  rnn, text-classification

Tensorflow implementation of attention mechanism for text classification tasks.
Inspired by "Hierarchical Attention Networks for Document Classification", Zichao Yang et al. (http://www.aclweb.org/anthology/N16-1174).

Requirements

  • Python >= 2.6
  • Tensorflow >= 1.0
  • Keras (IMDB dataset)
  • tqdm

To view visualization example visit http://htmlpreview.github.io/?https://github.com/ilivans/tf-rnn-attention/blob/master/visualization.html

My bachelor's thesis on sentiment classification of Russian texts using Bi-RNN with attention mechanism: https://github.com/ilivans/attention-sentiment

Note that the project description data, including the texts, logos, images, and/or trademarks, for each open source project belongs to its rightful owner. If you wish to add or remove any projects, please contact us at [email protected].