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  1. Transformer networks quickly outperformed recurrent neural networks in neural machine translation and nowadays they are the most common architecture used for NMT. iTranslate also uses variants of Transformer networks to translate text into 56 different languages.

  2. Mar 23, 2024 · Download notebook. This tutorial demonstrates how to create and train a sequence-to-sequence Transformer model to translate Portuguese into English. The Transformer was originally proposed in "Attention is all you need" by Vaswani et al. (2017). Transformers are deep neural networks that replace CNNs and RNNs with self-attention.

  3. Statistical machine translation. Statistical machine translation ( SMT) was a machine translation approach, that superseded the previous, rule-based approach because it required explicit description of each and every linguistic rule, which was costly, and which often did not generalize to other languages. Since 2003, the statistical approach ...

  4. Google Translate. Google Translate (en inglés, Tradutor Google) é un sistema de tradución automática gratuíto proporcionado por Google Inc, baseado en datos estatísticos para traducir textos, documentos e páxinas web a outros idiomas. Google introduciu o seu propio software de tradución en 2007, antes utilizaba o tradutor SYSTRAN, que ...

  5. Category:Machine translation. Library cataloging and classification. main topic. machine translation. Universal Decimal. 81'322.4. Wikimedia Commons has media related to Machine translation. The main article for this category is Machine translation. See also the categories Speech recognition, Speech synthesis, Optical character recognition, and ...

  6. The Translation Problem 2. Uses of Machine Translation 3. History 4. Evaluation Part II. Basics: 5. Neural Networks 6. Computation Graphs 7. Neural Language Models 8. Neural Translation Models 9. Decoding Part III. Refinements: 10. Machine Learning Tricks 11. Alternate Architectures 12. Revisiting Words 13. Adaptations 14. Beyond Parallel ...

  7. ニューラル機械翻訳(ニューラルきかいほんやく、英: neural machine translation 、NMT)は、人工ニューラルネットワークを使用して単語の並びの尤度(ゆうど、確からしさ)を予測する機械翻訳へのアプローチであり、通常は単一の統合モデルで文全体をモデル化する。

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