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monk1337 / Various-Attention-mechanisms

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This repository contain various types of attention mechanism like Bahdanau , Soft attention , Additive Attention , Hierarchical Attention etc in Pytorch, Tensorflow, Keras

keras pytorch attention attention-mechanism attention-model attention-mechanisms bahdanau-attention self-attention attention-lstm multi-head-attention hierarchical-attention sentence-attention luong-attention attention-network scaled-dot-product-attention
  • Updated Sep 23, 2021
  • Python

SayamAlt / English-to-Spanish-Language-Translation-using-Seq2Seq-and-Attention

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Successfully established a Seq2Seq with attention model which can perform English to Spanish language translation up to an accuracy of almost 97%.

natural-language-processing language-translation exploratory-data-analysis text-generation neural-machine-translation attention-model attention-is-all-you-need text-preprocessing luong-attention text-tokenization seq2seq-modeling fine-tuning-bert bert-transformer hugging-face-transformers model-inference model-architecture-and-implementation model-training-and-evaluation
  • Updated May 6, 2024
  • Jupyter Notebook

SayamAlt / Global-News-Headlines-Text-Summarization

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Successfully established a text summarization model using Seq2Seq modeling with Luong Attention, which can give a short and concise summary of the global news headlines.

natural-language-processing text-generation text-summarization attention-mechanism seq2seq-model luong-attention text-tokenization model-inference model-architecture-and-implementation data-exploration-and-preprocessing
  • Updated May 6, 2024
  • Jupyter Notebook

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