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Top 61 sequence-to-sequence open source projects

Implementation of a seq2seq model for Speech Recognition using the latest version of TensorFlow. Architecture similar to Listen, Attend and Spell.

✭ 253

python jupyter-notebook deep-learning machine-learning tensorflow nlp speech-recognition seq2seq speech-to-text encoder-decoder sequence-to-sequence

Pytorch Seq2seq

Tutorials on implementing a few sequence-to-sequence (seq2seq) models with PyTorch and TorchText.

Text summarization with tensorflow

Implementation of a seq2seq model for summarization of textual data. Demonstrated on amazon reviews, github issues and news articles.

✭ 226

python jupyter-notebook deep-learning machine-learning tensorflow nlp neural-network natural-language-processing seq2seq encoder-decoder summarization sequence-to-sequence text-summarization

Npmt

Towards Neural Phrase-based Machine Translation

✭ 175

lua torch machine-translation neural-machine-translation sequence-to-sequence

Seq2seq tutorial

Code For Medium Article "How To Create Data Products That Are Magical Using Sequence-to-Sequence Models"

✭ 132

jupyter-notebook deep-learning machine-learning data-science keras deeplearning nlp-machine-learning sequence-to-sequence keras-tutorials

Video Captioning

This repository contains the code for a video captioning system inspired by Sequence to Sequence -- Video to Text. This system takes as input a video and generates a caption in English describing the video.

✭ 131

python tensorflow seq2seq sequence-to-sequence

Mlds2018spring

Machine Learning and having it Deep and Structured (MLDS) in 2018 spring

✭ 124

python reinforcement-learning spring gan chatbot generative-adversarial-network seq2seq image-generation policy-gradient actor-critic sequence-to-sequence deep-q-network

Delta

DELTA is a deep learning based natural language and speech processing platform.

Openseq2seq

Toolkit for efficient experimentation with Speech Recognition, Text2Speech and NLP

✭ 1,378

python deep-learning tensorflow speech-recognition seq2seq language-model text-to-speech speech-to-text speech-synthesis neural-machine-translation sequence-to-sequence

Sleepeegnet

SleepEEGNet: Automated Sleep Stage Scoring with Sequence to Sequence Deep Learning Approach

✭ 89

python deep-learning tensorflow cnn rnn eeg sequence-to-sequence

Language Translation

Neural machine translator for English2German translation.

✭ 82

jupyter-notebook deep-learning machine-learning tensorflow lstm recurrent-neural-networks neural-machine-translation sequence-to-sequence

Xmunmt

An implementation of RNNsearch using TensorFlow

✭ 69

python deep-learning tensorflow seq2seq neural-machine-translation sequence-to-sequence nmt

Hred Attention Tensorflow

An extension on the Hierachical Recurrent Encoder-Decoder for Generative Context-Aware Query Suggestion, our implementation is in Tensorflow and uses an attention mechanism.

✭ 68

python tensorflow lstm rnn sequence-to-sequence

Sequence To Sequence 101

a series of tutorials on sequence to sequence learning, implemented with PyTorch.

✭ 62

python pytorch tutorials seq2seq pytorch-tutorial sequence-to-sequence

Machine Translation

✭ 51

python pytorch transformer seq2seq machine-translation sequence-to-sequence attention-is-all-you-need

Sockeye

Sequence-to-sequence framework with a focus on Neural Machine Translation based on Apache MXNet

✭ 990

python deep-learning machine-learning deep-neural-networks translation transformer attention-mechanism mxnet seq2seq machine-translation neural-machine-translation encoder-decoder sequence-to-sequence attention-model gluon attention-is-all-you-need

Website Fingerprinting

Automatic Feature Generation for Website Fingerprinting

✭ 20

python deep-learning tensorflow autoencoder sequence-to-sequence

Nematus

Open-Source Neural Machine Translation in Tensorflow

✭ 730

python machine-translation neural-machine-translation sequence-to-sequence nmt

Cluener2020

CLUENER2020 中文细粒度命名实体识别 Fine Grained Named Entity Recognition

✭ 689

python dataset chinese named-entity-recognition seq2seq ner sequence-labeling sequence-to-sequence

Athena

an open-source implementation of sequence-to-sequence based speech processing engine

✭ 542

python tensorflow deployment speech-recognition transformer unsupervised-learning tts speech-synthesis asr sequence-to-sequence ctc

Chatlearner

A chatbot implemented in TensorFlow based on the seq2seq model, with certain rules integrated.

✭ 528

python deep-learning tensorflow chatbot sequence-to-sequence nmt beam-search

Nmt Keras

Neural Machine Translation with Keras

✭ 501

python deep-learning machine-learning tensorflow keras transformer attention-mechanism theano machine-translation neural-machine-translation sequence-to-sequence attention-model gru nmt attention-is-all-you-need

Neural sp

End-to-end ASR/LM implementation with PyTorch

✭ 408

python pytorch streaming speech-recognition transformer attention-mechanism attention seq2seq speech language-model asr sequence-to-sequence ctc

Neuralmonkey

An open-source tool for sequence learning in NLP built on TensorFlow.

✭ 400

python deep-learning tensorflow nlp neural-networks gpu machine-translation neural-machine-translation image-captioning encoder-decoder sequence-to-sequence nmt

Tf Seq2seq

Sequence to sequence learning using TensorFlow.

✭ 387

python deep-learning machine-learning tensorflow nlp neural-network natural-language-processing seq2seq natural-language-understanding neural-machine-translation encoder-decoder sequence-to-sequence nmt beam-search

Nmt List

A list of Neural MT implementations

✭ 359

deep-learning machine-translation neural-machine-translation sequence-to-sequence nmt

Pytorch Chatbot

Pytorch seq2seq chatbot

✭ 336

python pytorch chatbot seq2seq pytorch-tutorial sequence-to-sequence beam-search

Deepchatmodels

Conversation models in TensorFlow. (website removed)

✭ 312

python tensorflow flask chatbot tensorboard encoder-decoder sequence-to-sequence

Deeplearning.ai Assignments

✭ 268

jupyter-notebook convolutional-neural-networks neural-networks deeplearning lstm rnn sequence-to-sequence

Textbox

TextBox is an open-source library for building text generation system.

✭ 257

python pytorch generative-adversarial-network variational-autoencoder text-generation encoder-decoder sequence-to-sequence

pytorch-transformer-kor-eng

Transformer Implementation using PyTorch for Neural Machine Translation (Korean to English)

✭ 40

python natural-language-processing deep-learning pytorch sequence-to-sequence torchtext transformer-pytorch

Seq2Seq-Tensorflow

[In-Progress] Tensorflow implementation of Sequence to Sequence Learning with Neural Networks

✭ 18

python deep-learning sequence-to-sequence

text-generation-transformer

text generation based on transformer

✭ 36

Jupyter Notebook text-generation transformer sequence-to-sequence bert encoder-decoder

MWPToolkit

MWPToolkit is an open-source framework for math word problem(MWP) solvers.

✭ 67

python deep-learning pytorch sequence-to-sequence pretrained-language-model graph-to-tree sequence-to-tree math-word-problem

classy

classy is a simple-to-use library for building high-performance Machine Learning models in NLP.

✭ 61

python Jupyter Notebook nlp natural-language-processing deep-learning neural-network transformers pytorch seq2seq sequence-to-sequence natural-language-generation nlp-library bert natural-language-understanding pytorch-lightning bert-fine-tuning

dhs summit 2019 image captioning

Image captioning using attention models

✭ 34

Jupyter Notebook python lstm attention convolutional-neural-networks sequence-to-sequence encoder-decoder dhs2019

Natural-Language-Processing

Contains various architectures and novel paper implementations for Natural Language Processing tasks like Sequence Modelling and Neural Machine Translation.

✭ 48

Jupyter Notebook natural-language-processing machine-translation sequence-to-sequence nlp-machine-learning character-level-rnn sequence-modeling

RNNSearch

An implementation of attention-based neural machine translation using Pytorch

✭ 43

python perl shell pytorch seq2seq attention neural-machine-translation sequence-to-sequence nmt rnnsearch

protein-transformer

Predicting protein structure through sequence modeling

✭ 77

Jupyter Notebook machine-learning structural-biology protein-structure computational-biology attention sequence-to-sequence

deep-trans

Transliterating English to Hindi using Recurrent Neural Networks