A PyTorch-based NLP project for classifying news articles into World, Sports, Business, and Sci/Tech using EmbeddingBag and torchtext.
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Apr 4, 2026 - Python
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torchtext
Here are 90 public repositories matching this topic...
Speech to Text with Wav2Vec2 using torchaudio
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Oct 9, 2025 - Python
End-to-end sentiment analysis with a stacked LSTM in PyTorch — custom tokenization, embeddings, padding, class imbalance handling, and thorough evaluation.
nlp deep-learning sentiment-analysis text-classification pytorch lstm rnn tokenization torchtext sequence-modeling
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Oct 8, 2025 - Jupyter Notebook
This project explores language modeling using LSTM-based architectures trained on the WikiText-2 dataset. Two models are implemented: a standard LSTM language model and an advanced AWD-LSTM variant with regularization techniques such as weight dropout and locked dropout. Given a text prompt, both models generate coherent sentence continuations.
python nlp deep-learning text-generation language-modeling pytorch recurrent-neural-networks lstm torchtext awd-lstm wikitext2
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Jul 10, 2025 - Jupyter Notebook
Image captioning project using the Flickr8k dataset. A custom encoder-decoder architecture was implemented based on ResNet-50 and LSTM, trained from scratch using PyTorch. The model takes an image as input and generates a descriptive caption. BLEU score was used for evaluation.
python computer-vision deep-learning jupyter-notebook cnn pytorch lstm image-captioning encoder-decoder resnet-50 torchtext flickr8k-dataset
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Jul 10, 2025 - Jupyter Notebook
learning sentiment-analysis imdb pytorch lstm classification rnn embedding tokenization sentiment-classification imdb-dataset lstm-sentiment-analysis torchtext
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Feb 11, 2025 - Jupyter Notebook
Sentiment analysis - Pytorch
notebook transformers pytorch colab cnn-text-classification lstm-sentiment-analysis torchtext bert-model fasttext-model
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Jan 7, 2025 - Jupyter Notebook
Generates summary of a given news article. Used attention seq2seq encoder decoder model.
pytorch gru text-summarization abstractive-text-summarization attention-seq2seq seq2seq-attn torchtext
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Dec 20, 2024 - Jupyter Notebook
ImgCap is an image captioning model designed to automatically generate descriptive captions for images. It has two versions CNN + LSTM model and CNN + LSTM + Attention mechanism model.
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Sep 10, 2024 - Python
This repository consists of various deep learning based text classification models. It's more of a plug and play type. Designed in a way that you can customise these projects with little or no efforts on custom datasets.
deep-learning text-classification embeddings deep-learning-algorithms classification attention deep-learning-tutorial lstm-neural-networks multi-class-classification textcnn torchtext pytorch-implementation
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Jul 25, 2024 - Jupyter Notebook
OpenTextClassification is all you need for text classification! Open text classification for everyone, enjoy your NLP journey! 这可能是目前为止最全面的开源文本分类项目，支持中英双语、多种模型、多种任务。
text-classification svm naive-bayes transformers pytorch lstm gru multi-label-classification bert textcnn textrnn dpcnn chinese-text-classification torchtext ernie bert-text-classification
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May 3, 2024 - Python
I have recently gained knowledge on how to utilize PyTorch, an open-source machine learning framework that is known for its simplicity, performance, and APIs.
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Apr 23, 2024 - Jupyter Notebook
Tutorials on getting started with PyTorch and TorchText for sentiment analysis.
nlp natural-language-processing tutorial sentiment-analysis word-embeddings transformers cnn pytorch recurrent-neural-networks lstm rnn fasttext bert sentiment-classification pytorch-tutorial pytorch-tutorials cnn-text-classification lstm-sentiment-analysis pytorch-nlp torchtext
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Mar 27, 2024 - Jupyter Notebook
Tutorials on implementing a few sequence-to-sequence (seq2seq) models with PyTorch and TorchText.
tutorial pytorch transformer lstm gru rnn seq2seq attention neural-machine-translation sequence-to-sequence encoder-decoder pytorch-tutorial pytorch-tutorials encoder-decoder-model pytorch-implmention pytorch-nlp torchtext pytorch-implementation pytorch-seq2seq cnn-seq2seq
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Jan 20, 2024 - Jupyter Notebook
🎏😣😪 Human Stress Prediction(HSP) is an Artificial Intelligence(AI) REST API build with python flask and pytorch that detect stress in human text and also detect what kind of stress in in these text.
python flask natural-language-processing rest-api pytorch artificial-intelligence classification torchtext
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Apr 30, 2023 - Python
This project utilizes natural language processing and Recurrent Neural Networks (RNNs) to classify sentences into one of six predefined emotions. It focuses on accurately matching text to emotional categories based on advanced NLP techniques.
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Apr 13, 2023 - Python
In PyTorch Learing Neural Networks Likes CNN、BiLSTM
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Mar 20, 2023 - Python
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