.. image:: pystat.png
    :height: 20
    :alt: Statistique
    :target: http://www.xavierdupre.fr/app/ensae_teaching_cs/helpsphinx/td_2a_notions.html#pour-un-profil-plutot-data-scientist

.. _l-nmt-traduction-auto:

Traduction automatique
++++++++++++++++++++++

(*à venir*)

Cette partie concerne les *SMT* ou
`Statistical machines translation <https://en.wikipedia.org/wiki/Statistical_machine_translation>`_
qui évoque l'apprentissage supervisé d'un modèle de traduction automatique de texte principalement.

*Lectures*

* `Neural Machine Translation <https://github.com/lvapeab/nmt-keras/blob/master/examples/documentation/neural_machine_translation.pdf>`_
* `Machine Learning is Fun Part 5: Language Translation with Deep Learning and the Magic of Sequences <https://medium.com/@ageitgey/machine-learning-is-fun-part-5-language-translation-with-deep-learning-and-the-magic-of-sequences-2ace0acca0aa>`_
* `Dual Learning for Machine Translation <https://papers.nips.cc/paper/6469-dual-learning-for-machine-translation.pdf>`_
* `Neural Machine Translation by Jointly Learning to Align and Translate <https://arxiv.org/abs/1409.0473>`_
* `Sequence-to-Dependency Neural Machine Translation <http://www.aclweb.org/anthology/P/P17/P17-1065.pdf>`_

*Startup*

* `DeepL <https://www.deepl.com/>`_

*Modules*

* `marian-nmt <https://marian-nmt.github.io/>`_
* `NMT-Keras <http://nmt-keras.readthedocs.io/en/latest/resources.html>`_