Projects in Awesome Lists tagged with encoder-decoder-model

https://github.com/bentrevett/pytorch-seq2seq

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

attention cnn-seq2seq encoder-decoder encoder-decoder-model gru lstm neural-machine-translation pytorch pytorch-implementation pytorch-implmention pytorch-nlp pytorch-seq2seq pytorch-tutorial pytorch-tutorials rnn seq2seq sequence-to-sequence torchtext transformer tutorial

Last synced: 14 May 2025

https://github.com/ialhashim/densedepth

High Quality Monocular Depth Estimation via Transfer Learning

deep-learning deep-neural-networks depth-estimation encoder-decoder-model keras-tensorflow python pytorch transfer-learning

Last synced: 15 May 2025

https://github.com/luopeixiang/im2latex

Pytorch implemention of Deep CNN Encoder + LSTM Decoder with Attention for Image to Latex

encoder-decoder-model im2latex imagecaptioning pytorch seq2seq show-and-tell

Last synced: 19 Jun 2025

https://github.com/theislab/ncem

Learning cell communication from spatial graphs of cells

cell-cell-communication cell-cell-interaction cvae encoder-decoder-model glm gnn scanpy squidpy tensorflow

Last synced: 11 Oct 2025

https://github.com/ziatdinovmax/pyroved

Invariant representation learning from imaging and spectral data

encoder-decoder-model image-data probabilistic-programming pyro rotation-invariant scale-invariance semi-supervised-learning semi-supervised-vae spectral-data translation-invariant unsupervised-machine-learning vae variational-autoencoder

Last synced: 28 Aug 2025

https://github.com/vibhor98/neural-machine-translation-using-keras

This is the sequential Encoder-Decoder implementation of Neural Machine Translation using Keras

deep-neural-networks encoder-decoder-model keras-models lstm natural-language-processing neural-machine-translation nmt-model

Last synced: 13 Oct 2025

https://github.com/rafaykhattak/captionify

With Captionify, users can upload an image or enter an image URL to generate a descriptive caption that accurately describes the contents of the image.

deep-neural-networks encoder-decoder-model gpt-2 transfer-learning transformer vision-transformer

Last synced: 19 Sep 2025

https://github.com/yuanxiaosc/image_to_text

Taking the image description task on the MS-COCO data set as an example, the template code of Image_to_Text is shown.

encoder-decoder-model image-to-text tensorflow-examples

Last synced: 07 May 2025

https://github.com/scionoftech/neural_machine_translation_english_telugu

English to Telugu Neural Machine Translation using Encoder-Decoder

encoder-decoder-model english-language machine-translation rnn-lstm telugu-language

Last synced: 11 Apr 2025

https://github.com/jelhamm/deep-learning-for-channel-coding-mi-estimation

"Simulations for the paper 'Deep Learning for Channel Coding via Neural Mutual Information Estimation' by Rick Fritschek, Rafael F. Schaefery, and Gerhard Wunder"

channel-coding decoding deep-learning encoder-decoder-model encoding ieee ieee-journal jupyter-notebook machine-learning model-training mutual-information mutual-information-estimation mutual-information-neural-estimator neural-network paper-simulations python training-module

Last synced: 09 Oct 2025

https://github.com/fork123aniket/encoder-decoder-based-video-captioning

Implementation of Encoder-Decoder Model for Video Captioning in Tensorflow

encoder-decoder encoder-decoder-model keras-model keras-tensorflow tensorflow video-caption video-captioning

Last synced: 28 Aug 2025

https://github.com/amarlearning/language-translation-model

Neural network model to translate text from french to english langauge

encoder-decoder-model keras keras-neural-networks machine-learning neural-machine-translation nlp

Last synced: 10 Jul 2025

https://github.com/davidemodolo/nlu_intent_and_slot

Intent detection and Slot filling joint learning on ATIS and SNIPS datasets using pre-trained models and built-from-scratch models

atis-dataset bert encoder-decoder-model ernie intent-classification intent-detection pytorch slot-filling snips-dataset

Last synced: 11 Apr 2025

https://github.com/fork123aniket/graph-neural-network-based-visual-question-answering

Implementation of GNNs for Visual Question Answering task in PyTorch

computer-vision encoder-decoder-architecture encoder-decoder-model graph-neural-networks natural-language-processing pytorch pytorch-geometric pytorch-implementation seq2seq-model visual-question-answering

Last synced: 18 Oct 2025

https://github.com/gauravg-20/abstractive-text-summarization

Abstractive text summarization generates a shorter version of a given sentence while attempting to preserve its contextual meaning. In our approach we model the problem using an attentional encoder decoder which ensures that the decoder focuses on the appropriate input words at each step of our generation.

abstractive-text-summarization bag-of-words encoder-decoder-model jupyter-notebook nlp-machine-learning seq2seq-model

Last synced: 06 Nov 2025

https://github.com/sappho192/edmtranslator

.NET Text translator library based on LLM models, especially EncoderDecoderModel in HuggingFace

dotnet encoder-decoder-model huggingface library llm

Last synced: 07 Dec 2025

https://github.com/hamedbabaei/author-profiling-pan2023

Symbol Team model for PAN@AP 2023 shared task on Profiling Cryptocurrency Influencers with Few-shot Learning

author-profiling contrastive-learning encoder-decoder-model few-shot-learning flan-t5 large-language-models

Last synced: 29 Jan 2026

https://github.com/jelhamm/article-deep-learning-for-the-gaussian-wiretap-channel

Simulations for the paper "Deep Learning for the Gaussian Wiretap Channel by Rick Fritschek, Rafael F. Schaefer, Gerhard Wunder"

custom-layers data-communications deep-learning deep-learning-papers encoder-decoder-model jupyter-notebook loss matplotlib-pyplot numpy optimizer pandas paper python scipy simulations sklearn-preprocessing tensorflow tensorflow-keras-model training wiretap

Last synced: 04 Apr 2025

https://github.com/shivendrra/enigma

a dna sequence generation/classification using transformers

bert-model decoder-model dna-bert dna-sequences dna-sequencing encoder-decoder-model gpt llm seq2seq sequence-to-sequence transformer

Last synced: 22 Mar 2025

https://github.com/fork123aniket/abstractive-text-summarization

Implementation of an Attention-based LSTM Encoder-Decoder Approach for Abstractive Text Summarization

abstractive-text-summarization encoder-decoder encoder-decoder-attention encoder-decoder-model keras natural-language-processing nltk nltk-python stacked-lstm tensorflow text-summarization

Last synced: 30 Jul 2025

https://github.com/joanitolopo/multitsf-encoder-decoder

This is repository code of paper "Enhancing Multi-Output Time Series Forecasting with Encoder-Decoder Networks"

bi-lstm convolutional-neural-networks encoder-decoder-model multi-output-forecasting time-series-forecasting

Last synced: 12 Jan 2026

https://github.com/sanatren/simplang-q-lr

Overview This repository contains an implementation of a neural text simplification model that combines sequence-to-sequence learning with reinforcement learning and lexical-semantic loss. The model aims to simplify complex text while maintaining meaning and grammatical correctness.

bahdanau-attention computational encoder-decoder-model q-learning reinforcement-learning sari transformer

Last synced: 10 Jun 2025

https://github.com/rahul1582/machine-translation

Translating one language to another

attention-mechanism data-mining encoder-decoder-model gru lstm

Last synced: 15 Oct 2025

https://github.com/abhaypancholi/transformer_summarizer

This project is focused on making use of the transformer as a summarizer while using the two form of attention mechanism. All the code for the transformer is implemented from scratch in order to understand the in-depth working of each component.

attention-mechanism encoder-decoder-model keras natual-language-processing tensorflow transformer transformer-architecture

Last synced: 20 Jan 2026

https://github.com/snigdho8869/computer-vision-projects

Explore diverse computer vision projects using Transfer Learning(TL), Convolutional Neural Networks (CNN), Autoencoder and more in this collaborative repository

autoencoder cnn cnn-classification cnn-model computer-vision convolutional-neural-networks deep-learning detection encoder-decoder-model image-classification image-processing inception-resnet-v2 inceptionv3 keras mobilenetv2 opencv recognition tensorflow transfer-learning yolov3

Last synced: 28 Mar 2025

https://github.com/justdvnsh/dbot

My chatbot

chatbot dbot decoder deep-learning deep-neural-networks encoder encoder-decoder-model gru lstm machine-learning machine-learning-algorithms rnn rnn-tensorflow seq2seq

Last synced: 01 Apr 2025

https://github.com/pngo1997/text-summarization-generation-using-llms

Explores text summarization using multiple approaches.

bert-score encoder-decoder-model fine-tuning google-t5 large-language-models llm mistral-7b nlp perplexity prompt-engineering python state-of-the-art-models text-generation

Last synced: 28 Feb 2025

https://github.com/zcemycl/seq2seq-labelladder

encoder-decoder-model hierarchical-attention-networks nlp pytorch seq2seq

Last synced: 05 Sep 2025

https://github.com/marcinz20/anomaly-detection-in-credo-dataset

University project, which goal is to build a system, that detects anomalies in CREDO dataset

credo data-analysis data-science encoder-decoder-model jupiter-notebook pca-analysis python3

Last synced: 04 Jul 2025

https://github.com/jman4162/cvnd-image-captioning

CNN-RNN image captioning project for Udacity's Computer Vision Nanodegree (CVND) program.

cnn computer-vision computer-vision-nanodegree cvnd cvnd-image-captioning deep-learning encoder-decoder-model image-captioning lstm pytorch rnn udacity

Last synced: 05 Jul 2025

https://github.com/prateeknigam9/transformers-from-scratch

This repository showcases an encoder-only transformer model built from scratch, focusing on intent classification.

attention-mechanism encoder-decoder-model intent-classification llm pytorch transformers

Last synced: 25 Mar 2025

https://github.com/luopeixiang/simple_chatbot

A Simple ChatBot Based Encoder-Decoder

attention-mechanism chatbots encoder-decoder-model pytorch-tutorial rnn

Last synced: 04 Oct 2025

https://github.com/d1pankarmedhi/tiny-whisper

A small, tiny Whisper like encoder-decoder transformer model for speech-to-text tasks.

automatic-speech-recognition encoder-decoder-model pytorch speech-to-text transformer-architecture whisper

Last synced: 08 Aug 2025

https://github.com/ambidextrous9/transformer-from-scratch

Transformer from Scratch

attention decoder encoder encoder-decoder-model masked-language-models transformer

Last synced: 07 Oct 2025

https://github.com/mahnoorsheikh16/nlp-framework-for-literature-summarization-in-law-and-policy

Implementation of an interactive chatbot for summarizing legal and policy documents. Includes data preprocessing (cleaning, tokenization, chunking), extractive summarization baselines, and fine-tuned abstractive models (PEGASUS and LED). Integrates a retrieval layer for document relevance and uses ROUGE, BLEU, and cosine similarity for evaluation.

bleu-score chunking-algorithm cosine-similarity encoder-decoder-model led longformer-models nlp-keywords-extraction pegasus policy-analysis retrieval-chatbot rouge-metric text-summarization tokenization