Neat (Neural Attention) Vision, is a visualization tool for the attention mechanisms of deep-learning models for Natural Language Processing (NLP) tasks. (framework-agnostic)

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Pen Net For Inpainting

[CVPR'2019]PEN-Net: Learning Pyramid-Context Encoder Network for High-Quality Image Inpainting

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python attention

Doc Han Att

Hierarchical Attention Networks for Chinese Sentiment Classification

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jupyter-notebook deep-learning tensorflow nlp chinese rnn attention document

Guided Attention Inference Network

Contains implementation of Guided Attention Inference Network (GAIN) presented in Tell Me Where to Look(CVPR 2018). This repository aims to apply GAIN on fcn8 architecture used for segmentation.

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python deep-learning computer-vision neural-network attention-mechanism attention cvpr2018

Graphtransformer

Graph Transformer Architecture. Source code for "A Generalization of Transformer Networks to Graphs", DLG-AAAI'21.

✭ 187

python transformer attention

Hnatt

Train and visualize Hierarchical Attention Networks

✭ 192

python deep-learning deep-neural-networks attention-mechanism attention

Self Attentive Tensorflow

Tensorflow implementation of "A Structured Self-Attentive Sentence Embedding"

✭ 189

python tensorflow attention

Graph attention pool

Attention over nodes in Graph Neural Networks using PyTorch (NeurIPS 2019)

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jupyter-notebook pytorch graph attention-mechanism attention

Datastories Semeval2017 Task4

Deep-learning model presented in "DataStories at SemEval-2017 Task 4: Deep LSTM with Attention for Message-level and Topic-based Sentiment Analysis".

✭ 184

python deep-learning nlp keras neural-network twitter deeplearning lstm sentiment-analysis attention-mechanism attention nlp-machine-learning embeddings word-embeddings glove keras-models

Deep Time Series Prediction

Seq2Seq, Bert, Transformer, WaveNet for time series prediction.

✭ 183

python deep-learning pytorch lstm attention kaggle regression seq2seq wavenet

Pyramid Attention Networks Pytorch

Implementation of Pyramid Attention Networks for Semantic Segmentation.

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python attention pyramid

Rnn For Joint Nlu

Pytorch implementation of "Attention-Based Recurrent Neural Network Models for Joint Intent Detection and Slot Filling" (https://arxiv.org/abs/1609.01454)

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jupyter-notebook lstm rnn attention nlu encoder-decoder intent

Attentionn

All about attention in neural networks. Soft attention, attention maps, local and global attention and multi-head attention.

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jupyter-notebook neural-networks attention

Transformers.jl

Julia Implementation of Transformer models

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Multimodal Sentiment Analysis

Attention-based multimodal fusion for sentiment analysis

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python tensorflow natural-language-processing lstm sentiment-analysis attention-mechanism attention dialogue-systems sentiment-classification

Hey Jetson

Deep Learning based Automatic Speech Recognition with attention for the Nvidia Jetson.

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python html css jupyter-notebook deep-learning tensorflow keras rest-api flask deep-neural-networks azure speech-recognition sentiment-analysis recurrent-neural-networks attention inference speech-to-text

Medical Transformer

Pytorch Code for "Medical Transformer: Gated Axial-Attention for Medical Image Segmentation"

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python deep-learning pytorch segmentation transformer attention medical-imaging

Multihead Siamese Nets

Implementation of Siamese Neural Networks built upon multihead attention mechanism for text semantic similarity task.

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python3 jupyter-notebook deep-learning tensorflow nlp natural-language-processing deep-neural-networks attention

Prediction Flow

Deep-Learning based CTR models implemented by PyTorch

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Vqa regat

Research Code for ICCV 2019 paper "Relation-aware Graph Attention Network for Visual Question Answering"

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python pytorch attention vqa

Image Caption Generator

A neural network to generate captions for an image using CNN and RNN with BEAM Search.

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python deep-learning convolutional-neural-networks lstm recurrent-neural-networks attention-mechanism attention image-captioning attention-model cnn-keras vgg16 beam-search

Chinese Chatbot

中文聊天机器人，基于10万组对白训练而成，采用注意力机制，对一般问题都会生成一个有意义的答复。已上传模型，可直接运行，跑不起来直播吃键盘。

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jupyter-notebook keras chatbot jupyter lstm rnn attention seq2seq chinese-nlp

Asr syllable

基于卷积神经网络的语音识别声学模型的研究

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python keras cnn attention asr densenet ctc

Absa keras

Keras Implementation of Aspect based Sentiment Analysis

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python sentiment-analysis attention-mechanism attention sentiment-classification

Ccnet Pure Pytorch

Criss-Cross Attention for Semantic Segmentation in pure Pytorch with a faster and more precise implementation.

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python pytorch attention cityscapes

Fastpunct

Punctuation restoration and spell correction experiments.

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python deep-learning nlp text attention

Sightseq

Computer vision tools for fairseq, containing PyTorch implementation of text recognition and object detection

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python pytorch object-detection ocr transformer attention mobilenet faster-rcnn densenet text-recognition image-captioning crnn ctc

Nlp Models Tensorflow

Gathers machine learning and Tensorflow deep learning models for NLP problems, 1.13 < Tensorflow < 2.0

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Jupyter Notebook python deep-learning machine-learning nlp chatbot lstm embedded attention speech-to-text neural-machine-translation summarization pos-tagging language-detection optical-character-recognition lstm-seq2seq-tf dnc-seq2seq luong-api

Leader Line

Draw a leader line in your web page.

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Bertqa Attention On Steroids

BertQA - Attention on Steroids

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Lambda Networks

Implementation of LambdaNetworks, a new approach to image recognition that reaches SOTA with less compute

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python deep-learning computer-vision artificial-intelligence attention-mechanism attention

Multiturndialogzoo

Multi-turn dialogue baselines written in PyTorch

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python chatbot transformer attention seq2seq

Captcharecognition

End-to-end variable length Captcha recognition using CNN+RNN+Attention/CTC (pytorch implementation). 端到端的不定长验证码识别

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python pytorch cnn rnn attention

Njunmt Tf

An open-source neural machine translation system developed by Natural Language Processing Group, Nanjing University.

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python tensorflow translation transformer attention neural-machine-translation nmt

Cnn lstm for text classify

CNN, LSTM, NBOW, fasttext 中文文本分类

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python cnn lstm rnn attention lstm-neural-networks

Nlp Journey

Documents, papers and codes related to Natural Language Processing, including Topic Model, Word Embedding, Named Entity Recognition, Text Classificatin, Text Generation, Text Similarity, Machine Translation)，etc. All codes are implemented intensorflow 2.0.

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python tensorflow keras classification word2vec attention ner svm crf fasttext gensim similarity lda

Eval On Nn Of Rc

Empirical Evaluation on Current Neural Networks on Cloze-style Reading Comprehension

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neural-network attention evaluation

Self Attention Classification

document classification using LSTM + self attention

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python deep-learning machine-learning nlp lstm attention

Attend infer repeat

A Tensorfflow implementation of Attend, Infer, Repeat

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python tensorflow computer-vision neural-networks rnn computer-graphics attention-mechanism attention generative-model vae

Attention Transfer

Improving Convolutional Networks via Attention Transfer (ICLR 2017)

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jupyter-notebook deep-learning pytorch attention

Machine Learning

My Attempt(s) In The World Of ML/DL....

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Nlp Tutorial

Natural Language Processing Tutorial for Deep Learning Researchers

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Jupyter Notebook python pytorch tensorflow nlp tutorial natural-language-processing paper transformer attention bert

Hatn

Hierarchical Attention Transfer Network for Cross-domain Sentiment Classification (AAAI'18)

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python attention domain-adaptation

Absa Pytorch

Aspect Based Sentiment Analysis, PyTorch Implementations. 基于方面的情感分析，使用PyTorch实现。

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python nlp natural-language-processing sentiment-analysis attention sentiment-classification

Enjoy Hamburger

[ICLR 2021] Is Attention Better Than Matrix Decomposition?

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python attention optimization-algorithms

Deeplearning Nlp Models

A small, interpretable codebase containing the re-implementation of a few "deep" NLP models in PyTorch. Colab notebooks to run with GPUs. Models: word2vec, CNNs, transformer, gpt.

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jupyter-notebook deep-learning pytorch nlp cnn tutorials transformer word2vec attention embeddings

Global Self Attention Network

A Pytorch implementation of Global Self-Attention Network, a fully-attention backbone for vision tasks

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python artificial-intelligence image-classification attention-mechanism attention

Attention Over Attention Tf Qa

论文“Attention-over-Attention Neural Networks for Reading Comprehension”中AoA模型实现

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python tensorflow rnn attention qa

Yolov4 Pytorch

This is a pytorch repository of YOLOv4, attentive YOLOv4 and mobilenet YOLOv4 with PASCAL VOC and COCO