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  1. v. t. e. In machine learning, a neural network (also artificial neural network or neural net, abbreviated ANN or NN) is a model inspired by the structure and function of biological neural networks in animal brains. [1] [2] An ANN consists of connected units or nodes called artificial neurons, which loosely model the neurons in a brain.

  2. 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 Statistical machine translation ( SMT) was a machine translation approach, that superseded the previous, rule-based approach because it required explicit description of each and every linguistic rule, which was costly, and which often did not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 ...

  3. Aug 27, 2019 · Abstract. The emergence of neural machine translation (NMT) has revolutionized the filed of machine translation. In the first section, we introduce the fundamental of NMT models. Then we study the advantages of NMT over traditional statistical machine translations (SMT), some of its existing challenges and recent research efforts.

  4. 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.

  5. Sep 15, 2020 · Machine translation (MT) is a technique that leverages computers to translate human languages automatically. Nowadays, neural machine translation (NMT) which models direct mapping between source and target languages with deep neural networks has achieved a big breakthrough in translation performance and become the de facto paradigm of MT. This article makes a review of NMT framework, discusses ...

  6. Google Translate is ’n gratis aanlynvertaaldiens van Google Inc. Dit bied outomatiese vertaling aan tussen ’n groot aantal volkstale. Die diens verskaf ook omskakelings van spraak in teks, beelde uit teks, webwerwe, asook spraak in spraak vir sekere tale. [1] [2] Die diens word aangebied deur ’n koppelvlak op die Web wat deur middel van ...

  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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